{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Variational Mixture of Gaussians\n",
    "\n",
    "$$\n",
    "    p({\\bf x}) = \\sum_{k=1}^K \\pi_k \\mathcal{N}\\left({\\bf x} \\vert \\boldsymbol\\mu_k, \\boldsymbol\\Sigma_k\\right)\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.special import digamma, gamma, loggamma\n",
    "from numpy.linalg import det, inv\n",
    "from scipy.stats import multivariate_normal, wishart, dirichlet\n",
    "from numpy.random import seed, randn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = \"retina\"\n",
    "plt.rcParams[\"figure.figsize\"] = (8, 4)\n",
    "np.set_printoptions(suppress=True, precision=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = (\"https://gist.githubusercontent.com/curran/\"\n",
    "       \"4b59d1046d9e66f2787780ad51a1cd87/raw/\"\n",
    "       \"9ec906b78a98cf300947a37b56cfe70d01183200/data.tsv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_mixtures(X, r, mu, pi, Sigma, step=0.01, cmap=\"viridis\", levels=1):\n",
    "    colors = [\"tab:red\", \"tab:blue\", \"tab:green\",\n",
    "              \"tab:cyan\", \"tab:orange\", \"tab:purple\"]\n",
    "    x0, y0 = X.min(axis=0)\n",
    "    x1, y1 = X.max(axis=0)\n",
    "    xx, yy = np.mgrid[x0:x1:step, y0:y1:step]\n",
    "    zdom = np.c_[xx.ravel(), yy.ravel()]\n",
    "    Nk = r.sum(axis=0)\n",
    "    \n",
    "    # Plotting distributions whose effective number of\n",
    "    # observations is at least 1\n",
    "    Norms = [multivariate_normal(mean=mui, cov=Sigmai)\n",
    "             for mui, Sigmai, N in zip(mu, Sigma, Nk) if N > 1]\n",
    "    \n",
    "    for Norm, color in zip(Norms, colors):\n",
    "        density = Norm.pdf(zdom).reshape(xx.shape)\n",
    "        plt.contour(xx, yy, density, levels=levels,\n",
    "                    colors=color, linewidths=3)\n",
    "        \n",
    "    plt.scatter(*X.T, alpha=0.7, c=r.argmax(axis=1), cmap=cmap)\n",
    "    plt.xlim(x0, x1)\n",
    "    plt.ylim(y0, y1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let ${\\bf X} = \\{x_n\\}_{n=1}^N$ a dataset of i.i.d. mixture of Gaussians with parameters $\\boldsymbol \\pi = \\{\\pi_k\\}_{k=1}^K$, $\\boldsymbol \\mu= \\{\\mu_k\\}_{k=1}^K$, $\\boldsymbol \\Lambda= \\{\\Lambda_k\\}_{k=1}^K$ and latent variables ${\\bf Z}=\\{z_n\\}_n$.\n",
    "\n",
    "The likelihood distribution is defined to be\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "    p({\\bf x} \\vert {\\bf z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda}) &= p({\\bf x} \\vert {\\bf z}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda}) p({\\bf z} \\vert {\\boldsymbol \\pi}) \\\\\n",
    "    &= \\prod_{n=1}^N\\prod_{k=1}^K \\mathcal{N}\\left(x_n \\vert \\mu_k, \\Lambda_k^{-1}\\right)^{z_{nk}} \\cdot \\prod_{n=1}^N\\prod_{k=1}^K \\pi_k^{z_{nk}}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Thus, the full joint distribution factorizes as follows:\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "p({\\bf x} , {\\bf z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda}) &= p({\\bf x} \\vert {\\bf z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda}) p({\\bf z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda}) \\\\\n",
    "&= p({\\bf x} \\vert {\\bf z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda}) p(\\boldsymbol \\pi) p({\\bf z} \\vert \\boldsymbol \\pi) p(\\boldsymbol \\mu \\vert \\boldsymbol \\Lambda) p(\\boldsymbol \\Lambda)\n",
    "\\end{aligned} \n",
    "$$\n",
    "\n",
    "We now introduce conjugate priors of the form\n",
    "\n",
    "$$\n",
    "    p(\\boldsymbol\\pi) = \\text{Dir}(\\boldsymbol \\pi \\vert \\alpha_0)\n",
    "$$\n",
    "\n",
    "$$\n",
    "   p(\\boldsymbol\\mu\\vert\\boldsymbol\\Lambda) = \\prod_{k=1}^K \\mathcal{N}\\left(\\mu_k\\vert{\\bf m}_0, (\\beta_0\\Lambda_k)^{-1}\\right)\n",
    "$$\n",
    "\n",
    "$$\n",
    "   p(\\boldsymbol\\Lambda) = \\prod_{k=1}^K \\mathcal{W}(\\Lambda_k\\vert{\\bf W}_0, \\nu_0)\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we consider a variational distribution that factorizes between latent variables ($\\bf z$) and parameters ($\\boldsymbol\\pi, \\boldsymbol\\mu, \\boldsymbol\\Lambda$):\n",
    "\n",
    "$$\n",
    "    q({\\bf z}, \\boldsymbol\\pi, \\boldsymbol\\mu, \\boldsymbol\\Lambda) = q({\\bf z})q(\\boldsymbol\\pi, \\boldsymbol\\mu, \\boldsymbol\\lambda)\n",
    "$$\n",
    "\n",
    "---\n",
    "\n",
    "In general, a factorized variational approximation to a full joint distribution of observed variables ($\\bf x$) and hidden variables ($\\bf z$) satisfies\n",
    "\n",
    "$$\n",
    "    \\log q_j^*(z_j) = \\mathbb{E}_{m\\neq j}\\left[\\log p({\\bf x}, {\\bf z})\\right] + C\n",
    "$$\n",
    "\n",
    "\n",
    "Which involves the following computation for our problem:\n",
    "\n",
    "$$\n",
    "    \\log q({\\bf z}) = \\mathbb{E}_{\\boldsymbol\\pi, \\boldsymbol\\mu, \\boldsymbol\\Lambda}\\left[\\log p({\\bf x} , {\\bf z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda})\\right] + C\n",
    "$$\n",
    "\n",
    "$$\n",
    "    \\log q(\\boldsymbol\\pi, \\boldsymbol\\mu, \\boldsymbol\\Lambda) = \\mathbb{E}_{\\bf z}\\left[\\log p({\\bf x} , {\\bf z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda})\\right] + C\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "It turns out that \n",
    "\n",
    "$$\n",
    "    q^*({\\bf z}) = \\prod_{n=1}^N\\prod_{k=1}^K r_{nk}^{z_{nk}}\n",
    "$$\n",
    "\n",
    "With \n",
    "* $r_{nk} = \\frac{\\rho_{nk}}{\\sum_j\\rho_{nj}}$,\n",
    "* $\\log \\rho_{nk} = \\mathbb{E}_{\\pi}[\\log \\pi_k] + \\frac{1}{2}\\mathbb{E}_{\\boldsymbol \\Lambda}[\\log\\vert\\Lambda_k\\vert] - \\frac{M}{2}\\log 2\\pi - \\frac{1}{2}\\mathbb{E}_{\\boldsymbol \\mu, \\boldsymbol \\Lambda}\\left[(x_n - \\mu_k)^T\\Lambda_k(x_n - \\mu_k)\\right]$\n",
    "    * $\\mathbb{E}_{\\pi}[\\log \\pi_k] = \\psi(\\alpha_k) - \\psi(\\hat{\\boldsymbol\\alpha})$\n",
    "    * $\\mathbb{E}_{\\boldsymbol \\Lambda}\\left[\\log\\vert\\Lambda_k\\vert\\right] = \\sum_{m=1}^M\\psi\\left(\\frac{\\nu_k + 1 - M}{2}\\right) + M\\log2 + \\log\\vert{\\bf w}_k\\vert$\n",
    "    * $\\mathbb{E}_{\\boldsymbol \\mu, \\boldsymbol \\Lambda}\\left[(x_n - \\mu_k)^T\\Lambda_k(x_n - \\mu_k)\\right] = \\nu_k(x_n - {\\bf m}_k)^T {\\bf w}_k(x_n - {\\bf m}_k) + M\\beta^{-1}_k$\n",
    "\n",
    "\n",
    "* $\\psi(a) = \\frac{d}{da}\\Gamma(a)$\n",
    "* $\\hat{\\boldsymbol\\alpha} = \\sum_k\\alpha_k$\n",
    "\n",
    "---\n",
    "\n",
    "\n",
    "$$\n",
    "    q^*(\\boldsymbol\\pi) = \\text{Dir}(\\boldsymbol\\pi | \\boldsymbol\\alpha)\n",
    "$$\n",
    "\n",
    "With\n",
    "* $\\boldsymbol\\alpha_k = \\alpha_0 + N_k$\n",
    "\n",
    "---\n",
    "\n",
    "$$\n",
    "    q^{*}(\\mu_k |  \\Lambda_k) = \\mathcal{N}\\left(\\mu_k |  {\\bf m}_k, (\\beta_k \\Lambda_k)^{-1}\\right)\n",
    "$$\n",
    "\n",
    "With\n",
    "* $\\beta_k = \\beta_0 + N_k$\n",
    "* ${\\bf m}_k = \\frac{1}{\\beta_k}(\\beta_0{\\bf m}_0 + N_k\\bar{\\bf x}_k)$\n",
    "\n",
    "---\n",
    "\n",
    "$$\n",
    "    q^{*}(\\Lambda_k) = \\mathcal{W}(\\Lambda_k | {\\bf w}_k, \\nu_k)\n",
    "$$\n",
    "\n",
    "With\n",
    "* $\\nu_k$ = $\\nu_0 + N_k$\n",
    "* ${\\bf w}_k^{-1} = {\\bf w}_0 + N_kS_k + \\frac{\\beta_0N_k}{\\beta_0 + N_k}(\\bar{\\bf x}_k - {\\bf m}_0)(\\bar{\\bf x}_k - {\\bf m}_0)^T$\n",
    "\n",
    "\n",
    "Where we have defined\n",
    "\n",
    "$$\n",
    "    N_k = \\sum_{n=1}^N r_{nk} \\tag{1}\n",
    "$$\n",
    "\n",
    "$$\n",
    "    \\bar{\\bf x}_k = \\frac{1}{N_k}\\sum_{n=1}^N r_{nk} {\\bf x}_n \\tag{2}\n",
    "$$\n",
    "\n",
    "$$\n",
    "    S_k = \\frac{1}{N_k}\\sum_{n=1}^N r_{nk} \\big({\\bf x}_n - \\bar{\\bf x}_k\\big)\\big({\\bf x}_n - \\bar{\\bf x}_k\\big)^T \\tag{3}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "old_faithful = pd.read_table(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a21130b10>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 494
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "old_faithful.plot.scatter(x=\"eruptions\", y=\"waiting\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Variational E-step\n",
    "\n",
    "Our first step in estimating a mixture density over the `old_faithful` dataset is to compute the responsibilities $r_{nk}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = old_faithful.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prior parameters\n",
    "N, M = X.shape\n",
    "K = 6 # number of clusters\n",
    "beta0 = 1\n",
    "m0 = np.concatenate([X.mean(axis=0, keepdims=True).T] * 6, axis=1) # np.ones((M, K))\n",
    "seed(314)\n",
    "m0 = m0 + randn(2, 6) \n",
    "alpha0 = np.ones(K)\n",
    "eta0 = 2 * np.ones(K)\n",
    "W0 = np.concatenate([np.identity(M)[np.newaxis, ...]] * K, axis=0) / 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "E_logpi = digamma(alpha0) - digamma(alpha0.sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "E_logLambda = digamma((eta0 + 1 - M) / 2) + M * np.log(2) + det(W0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "diffk = (X[:, None, :] - m0.T)\n",
    "mpart = np.einsum(\"ijk, jkk -> ijk\", diffk, W0)\n",
    "E_mahal = eta0 * np.einsum(\"ijk, ijk -> ij\", mpart, diffk) + M / beta0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "log_rho_nk = E_logpi + E_logLambda / 2 - M / 2 * np.log(2 * np.pi) - E_mahal / 2\n",
    "rho_nk = np.exp(log_rho_nk)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$r_{nk} = \\frac{\\rho_{nk}}{\\sum_j\\rho_{nj}}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Responsibilities\n",
    "r_nk = rho_nk / rho_nk.sum(axis=-1, keepdims=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before proceeding to the Variational M-step, it will be helpful to compute the identities $(1)$, $(2)$ and $(3)$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Helpful identities\n",
    "Nk = r_nk.sum(axis=0)\n",
    "xbar_k = (X[..., None] * r_nk[:, None, :]).sum(axis=0) / Nk\n",
    "\n",
    "Sk = (X[..., np.newaxis] - xbar_k)[..., None, :]\n",
    "Sk = np.einsum(\"il, ijkl, ikjl -> kjl\", r_nk, Sk, Sk) / Nk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Variational M-step"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "alpha_k = alpha0 + Nk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "beta_k = beta0 + Nk\n",
    "m_k = (beta0 * m0 + xbar_k * Nk) / beta_k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "eta_k = eta0 + Nk\n",
    "\n",
    "C0 = (beta0 * Nk) / (beta0 + Nk)\n",
    "f0 = (xbar_k - m0)[:, None, :]\n",
    "W_k_inv = W0 + (Nk * Sk).T + np.einsum(\"ijk, jik -> kij\", f0, f0) * C0[:, None, None ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Estimating the expected mixture\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "    p({\\bf x} \\vert {\\bf z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda}) &= p({\\bf x} \\vert {\\bf z}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda}) p({\\bf z} \\vert {\\boldsymbol \\pi}) \\\\\n",
    "    &= \\prod_{k=1}^K \\mathcal{N}\\left(x \\vert \\mu_k, \\Lambda_k^{-1}\\right)^{z_{nk}} \n",
    "\\end{aligned}\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "pi_k = dirichlet(alpha_k).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "Lambda_k = [wishart(df=eta, scale=inv(w_inv)).mean()[None, ...] for eta, w_inv in zip(eta_k, W_k_inv)]\n",
    "Lambda_k = np.concatenate(Lambda_k, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "mu_k = [multivariate_normal(mean=m, cov=inv(L * bk)).mean[None, ...] for m, L, bk in zip(m_k.T, Lambda_k, beta_k)]\n",
    "mu_k = np.concatenate(mu_k, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "Sigma_k = inv(beta_k[:, None, None] * Lambda_k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 480
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_mixtures(X, r_nk, mu_k, pi_k, Sigma_k)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Second Iteration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "W_k = inv(W_k_inv)\n",
    "E_logpi = digamma(alpha_k) - digamma(alpha_k.sum())\n",
    "E_logLambda = digamma((eta_k + 1 - M) / 2) + M * np.log(2) + det(W_k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "diffk = (X[:, None, :] - m_k.T)\n",
    "mpart = np.einsum(\"ijk, jkk -> ijk\", diffk, W_k)\n",
    "E_mahal = eta_k * np.einsum(\"ijk, ijk -> ij\", mpart, diffk) + M / beta_k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "log_rho_nk = E_logpi + E_logLambda / 2 - M / 2 * np.log(2 * np.pi) - E_mahal / 2\n",
    "rho_nk = np.exp(log_rho_nk)\n",
    "r_nk = rho_nk / rho_nk.sum(axis=-1, keepdims=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Helpful identities\n",
    "Nk = r_nk.sum(axis=0)\n",
    "xbar_k = (X[..., None] * r_nk[:, None, :]).sum(axis=0) / Nk\n",
    "\n",
    "Sk = (X[..., np.newaxis] - xbar_k)[..., None, :]\n",
    "Sk = np.einsum(\"il, ijkl, ikjl -> kjl\", r_nk, Sk, Sk) / Nk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Helpful identities\n",
    "Nk = r_nk.sum(axis=0)\n",
    "xbar_k = (X[..., None] * r_nk[:, None, :]).sum(axis=0) / Nk\n",
    "\n",
    "Sk = (X[..., np.newaxis] - xbar_k)[..., None, :]\n",
    "Sk = np.einsum(\"il, ijkl, ikjl -> kjl\", r_nk, Sk, Sk) / Nk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Variational M-step"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "alpha_k = alpha0 + Nk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "beta_k = beta0 + Nk\n",
    "m_k = (beta0 * m0 + xbar_k * Nk) / beta_k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "eta_k = eta0 + Nk\n",
    "\n",
    "C0 = (beta0 + Nk) / (beta0 * Nk)\n",
    "f0 = (xbar_k - m0)[:, None, :]\n",
    "W_k_inv = W0 + (Nk * Sk).T + np.einsum(\"ijk, jik -> kij\", f0, f0) * C0[:, None, None ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "pi_k = dirichlet(alpha_k).mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Expected Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "Lambda_k = [wishart(df=eta, scale=inv(w_inv)).mean()[None, ...] for eta, w_inv in zip(eta_k, W_k_inv)]\n",
    "Lambda_k = np.concatenate(Lambda_k, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "mu_k = [multivariate_normal(mean=m, cov=inv(L * bk)).mean[None, ...] for m, L, bk in zip(m_k.T, Lambda_k, beta_k)]\n",
    "mu_k = np.concatenate(mu_k, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "Sigma_k = inv(beta_k[:, None, None] * Lambda_k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([21.386, 52.045, 38.006, 78.018, 27.864, 54.68 ])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_nk.sum(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 480
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_mixtures(X, r_nk, mu_k, pi_k, Sigma_k)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# All together"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_e_log_pi(alpha):\n",
    "    \"\"\"\n",
    "    Compute the expected value of every log pi_k, i.e.,\n",
    "    compute ∀k. E[log pi_k]\n",
    "    \"\"\"\n",
    "    return digamma(alpha) - digamma(alpha.sum())\n",
    "\n",
    "def compute_e_log_lambda(X, eta, W):\n",
    "    \"\"\"\n",
    "    Compute the expected value of every log det Lambda_k, i.e,\n",
    "    compute ∀k. E[log|Lambda_k|]\n",
    "    \"\"\"\n",
    "    N, M = X.shape\n",
    "    return digamma((eta + 1 - M) / 2) + M * np.log(2) + det(W)\n",
    "\n",
    "def compute_responsibilities(X, alpha, beta, eta, m, W):\n",
    "    \"\"\"\n",
    "    Compute model responsibilities\n",
    "    (Variational E-Step)\n",
    "    \"\"\"\n",
    "    N, M = X.shape\n",
    "    E_logpi = compute_e_log_pi(alpha)\n",
    "    E_logLambda = compute_e_log_lambda(X, eta, W)\n",
    "    diffk = (X[:, None, :] - m.T)\n",
    "    mpart = np.einsum(\"ijk, jkk -> ijk\", diffk, W)\n",
    "    E_mahal = eta * np.einsum(\"ijk, ijk -> ij\", mpart, diffk) + M / beta\n",
    "    \n",
    "    log_rho_nk = E_logpi + E_logLambda / 2 - M / 2 * np.log(2 * np.pi) - E_mahal / 2\n",
    "    rho_nk = np.exp(log_rho_nk)\n",
    "    \n",
    "    # Responsibilities\n",
    "    r = rho_nk / rho_nk.sum(axis=-1, keepdims=True)\n",
    "    return r\n",
    "\n",
    "def compute_m_statistics(X, r):\n",
    "    Nk = r.sum(axis=0)\n",
    "    xbar_k = (X[..., None] * r[:, None, :]).sum(axis=0) / Nk\n",
    "    Sk = (X[..., np.newaxis] - xbar_k)[..., None, :]\n",
    "    Sk = np.einsum(\"il, ijkl, ikjl -> kjl\", r, Sk, Sk) / Nk\n",
    "    \n",
    "    return Nk, xbar_k, Sk\n",
    "\n",
    "\n",
    "def posterior_params(X, r, alpha, beta, eta, m, W):\n",
    "    \"\"\"\n",
    "    Compute the posterior parameters for each\n",
    "    components of the mixture of gaussians\n",
    "    (Variational M-Step)\n",
    "    \"\"\"\n",
    "    Nk, xbar_k, Sk = compute_m_statistics(X, r)\n",
    "    alpha_k = alpha + Nk\n",
    "    beta_k = beta + Nk\n",
    "    eta_k = eta + Nk\n",
    "    \n",
    "    m_k = (beta * m + Nk * xbar_k) / beta_k\n",
    "    C0 = (beta * Nk) / (beta + Nk)\n",
    "    f0 = (xbar_k - m)[:, None, :]\n",
    "    W_k_inv = inv(W) + (Nk * Sk).T + C0[:, None, None] * np.einsum(\"ijk, jik -> kij\", f0, f0)\n",
    "    W_k = inv(W_k_inv)\n",
    "\n",
    "    \n",
    "    return alpha_k, beta_k, eta_k, m_k, W_k\n",
    "\n",
    "def expected_values(X, r, alpha, beta, eta, m, W):\n",
    "    \"\"\"\n",
    "    Compute the expected values for the parameters\n",
    "    π_k, μ_k and Λ_k of the re-estimation equations\n",
    "    for the lower-bound.\n",
    "    \"\"\"\n",
    "    pi_k = dirichlet(alpha).mean()\n",
    "    Lambda_k = [wishart(df=eta_ki, scale=W_ki).mean()[None, ...]\n",
    "                for eta_ki, W_ki in zip(eta, W)]\n",
    "    Lambda_k = np.concatenate(Lambda_k, axis=0)\n",
    "    \n",
    "    mu_k = [multivariate_normal(mean=m_ki, cov=inv(bki * L_ki)).mean[None, ...]\n",
    "            for m_ki, L_ki, bki in zip(m.T, Lambda_k, beta)]\n",
    "    mu_k = np.concatenate(mu_k, axis=0)\n",
    "    \n",
    "    Sigma_k = inv(Lambda_k)\n",
    "    \n",
    "    return pi_k, mu_k, Sigma_k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prior parameters\n",
    "seed(314)\n",
    "N, M = X.shape\n",
    "K = 6 # number of clusters\n",
    "beta_0 = np.ones(K) \n",
    "m_0 = np.concatenate([X.mean(axis=0, keepdims=True).T] * K, axis=1) # np.ones((M, K))\n",
    "m_0 = m0 + randn(M, K) * 2\n",
    "alpha_0 = np.ones(K) \n",
    "eta_0 = 4 * np.ones(K)\n",
    "\n",
    "\n",
    "W_0 = np.concatenate([np.identity(M)[None, ...]] * K, axis=0)  / 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 480
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r_nk = compute_responsibilities(X, alpha_0, beta_0, eta_0, m_0, W_0)\n",
    "pi_0, mu_0, Sigma_0 = expected_values(X, r_nk, alpha_0, beta_0, eta_0, m_0, W_0)\n",
    "plot_mixtures(X, r_nk, mu_0, pi_0, Sigma_0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  0.025,   0.002,   0.002, 173.215,   0.007,  98.749])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "steps = []\n",
    "nits = 15\n",
    "for _ in range(nits):\n",
    "    alpha_k, beta_k, eta_k, m_k, W_k = posterior_params(X, r_nk, alpha_0, beta_0, eta_0, m_0, W_0)\n",
    "    r_nk = compute_responsibilities(X, alpha_k, beta_k, eta_k, m_k, W_k)\n",
    "\n",
    "    values = {\n",
    "        \"r\": r_nk,\n",
    "        \"alpha\": alpha_k,\n",
    "        \"beta\": beta_k,\n",
    "        \"eta\": eta_k,\n",
    "        \"m\": m_k,\n",
    "        \"W\": W_k\n",
    "    }\n",
    "    steps.append(values)\n",
    "\n",
    "r_nk.sum(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 302,
       "width": 424
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 5))\n",
    "pi_k, mu_k, Sigma_k = expected_values(X, r_nk, alpha_k, beta_k, eta_k, m_k, W_k)\n",
    "\n",
    "plot_mixtures(X, r_nk,  mu_k, pi_k, Sigma_k, levels=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Animating Convergence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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g9TiBJcCfGWO6xm5sjHlSRN4JfBEng9nXReQDwI9wUqMXgHpgE04Qc211n5+Zz0aNqp8tIm/BSU0dAD4A3F79vk4AbThrAo2s21QCfm8OU6xPVrdHROTPcOYP+XGC2fcC/w0cx/nxcSXOmkkvAj7GDIcZGmO6ReSbOIvXNgKPi8jncXqowsBtwJtwbrzvY+LeqvXAR3AC5V/gBDhdON9va7WOr+F0r+XHxtnHvZzunf2yiHwKOMbpIO/QyILN1e/tdTjrhS0F3gC8RES+A+zGGaYYBJYDV+EsXBwG/mq652YCPpxr5AMi8jhO6vYXqserw8l69+Zqnah+/uA4+5krYZx17f5m1Hk/hpNtsh64Bue/MSMZDcvAm40xOidKqQuIBlFKqcXsL4D7p1PQGDNQ7XH5Ps7N73bOnhfxY5zhbYs9iPoMToKId3HmcKARBvhrY8w/T7QDY8yXq+sFfREnKLm8+phIDJj3IGWEMeYpEbkDZ4heB04vyHg9IUM4N6A7FrBunxSRBE6mtzDjX0sjzjW1/R/jLMJ6Oc6QvY+M+bwHJ9PeOyfZx8ixQzjB0kQLK5eAvzLGfHmcz+7GCThuwklW8i9jPv8oTu8cAMaYLhG5Bvg6zny2BuB/TlLHCmcmPjkXZtTra6qPifwKeH21N3u++XF6Sl81SZnjwFsX8vpVSi0MDaKUUouWMeYBEbkHeOk0y/9URC7HmUdzB6cXoX0ep6fqG8YYs7iWkRmfMebdIvITnBvUq3CytA3i/Mr+GWPMw9PYx13VIVC/B7wcZ1hXM07PRAKnV+oJnHlAP5/nzHfj1e9hEVkP/BHwamALzi/5SZxJ+D8GPl+LX/CNMV8SkR8B/wPn+tuAEzAUcHp7nsDpnfrROe5/SERuxOkFegNOr5Lg9Gj8AOc7Hqj2KE7k74Cf4fRU3YLTs9iGk4kvBRzECSq+NNKbNE49KiLyYuB9ON/BJpz1siac72SM6QFeJCK34vSY3YTTCxTB6Y05gdN7ugP4UbX8OTPGHBORFTj/pm/HuY5X4AS4BZwfHJ4AvmmM+fFsjjVNL+BcEzcA1+P0TDbjXLtZoL9an7uA7y70vyul1MKQhfmxRimllFJKKaUuDJpYQimllFJKKaVmQIMopZRSSimllJoBDaKUUkoppZRSagY0iFJKKaWUUkqpGdAgSimllFJKKaVmQIMopZRSSimllJoBDaKUUkoppZRSagY0iFJKKaWUUkqpGdAgSimllFJKKaVmQIMopZRSSimllJoBd60rMB9E5AgQBY7WuCpKKaWUUkqpxWkVkDTGrJ7phhdkEAVEA4FA4+bNmxtrXRGllFJKKaVU7fTlUiSKeTyWhSWnB+LFj52kUiie0z4v1CDq6ObNmxt3795d63oopZRSSimlaujfDzzGdzufQQQ6gtFT7//gD/6C2IEjR89lnzonSimllFJKKXXBuqltNU3+IEOFLLYxc7JPDaKUUkoppZRSF6x10WbWRpuJePwcT8fnJJDSIEoppZRSSil1wRIRfn/jdayLNgOGQ8lBhvJZ4NyDKQ2ilFJKKaWUUhe0ZaF6/velt3N501LaA1ESpTy5cvmc93ehJpZQSimllFJKqVNWRRr5u6tfwe7BLu7vPcyzbi/Zc9yXBlFKKaWUUkqpi4LX5eKGtlXc0LaK/wrXM3CO+9HhfEoppZRSSik1AxpEKaWUUkoppdQMaBCllFJKKaWUUjOgQZRSSimllFJKzYAGUUoppZRSSik1A5qdTymllFJKqQucMYYDiQGOZ4Yp2TZRj4/LGpcQ8fprXbXzkgZRSimllFJKXaCMMezqO8LPTuznaGqIVKmAweC1XDT4glzTsoJXr9xKayBS66qeVzSIUkoppZRS6gJkjOEbh3Zzz4l9dGeTFCplol4/LhGGi0VOZhN0Z5M8P9TDn1xyK6sijbWu8nlD50QppZRSSil1AfrpiX38tGsfnakYDb4Am+pbWRaqoyMYZXWkkfXRZvKVEnvjvXzm+QdIFHO1rvJ5Q4MopZRSSimlLjCFSpmfdr3AsfQQy0P1NPqCWCJnlPG63KwMN1AxNkfTQ/yq+1CNanv+0SBKKaWUUkqpC8yj/cfoy6XwWC6ikySPsERoC0SI5TPs7O2kbNsLWMvzlwZRSimllFJKXWD2xvuIF3M0+IJTlg25vRigL5fmZDYx/5W7AGgQpZRSSiml1AUmVy5RsW081tS3+yKC27KoGJt8ubQAtTv/aRCllFJKKaXUBSbg9uCyrGkNzzPGULZtXGLhd3sWoHbnPw2ilFJKKaWUusBsqm+lzhNgqJidsmy22vvU4g+xJBid76pdEDSIUkoppZRaIIVKmePpYY6kYgzmM7WujppDZdvmZCZBZzJGbzaJMaam9bm+ZSWtgTDFSoVkMT9hOWMMvbkUTb4QN7evwWO5FrCW5y9dbFcppZRSap51ZxLc232Qh/uPkSzmMRg8losN0RZuXbKW61pW4p7G3BW1+AwXsuzoOczO3k4G8mlsY3CJxbJQHbd2rOXm9jUE3d4Fr5ff7eGlyzcxXMhyND3MEmOo9/qRUWnOS3aFE5kElgirIg3cvmTdgtfzfKVBlFJKKaXUPNrVd4Sv7H+M/lyKWCGLWwRLhEKlwolMnOeGe3io+Sjv2rK9Jjfb6twdSAzwz3t20pWOM1jIYDC4xaJk2xxPD3MgMcCOnsP88bZbaAtEFrx+r1y+hVg+yy9O7udkJkFvNkmd148lFvlKiXSpSKMvyJpoE+/desu0MvkphwZRSimllFLzZPfgCb74wiMcTg0ScntZG23E73Im7tvGEC/mOJ4eJl9x5qT8ybZbtUfqPHEiE+fTz93P/kQ/AMtD9QTdHkQEYwypUoHeXIpMqcinnrufD13+IiKTrNc0H0SEt66/mpXhBn5xcj/H08OkSgUMhqjXz6pIE1c1L+M1K7fRrnOhZkSDKKWUUkqpeVC2bb51+EmOpodo9AVpDYTP+NwSodEXJOz2cigZ48nBEzw6cIztbatrVGM1E//V+QxHUkO4LIsVofozhsmJCFGvn5DHS2dyiH3xfn7S9QJvWHvFgtdTRLh9yTpu61jL3ngfx9PDlGybiMfHFU1LqfcFFrxOFwINopRSSiml5sEzQ92czCSwjU2LPzRhOa/LTXsgwkA+zf09hzWIOg/05VI8O9RNvJhjU33rGQHUaC6xWBqq41hqmF19R3jNqkvwuWpz+y0ibG1oZ2tDe02Of6HR/mKllFJKqXnwxMBxhgtZGv2hCW+yR9T7AmRKRQ4kBjRr33ngiYEuhgs56rz+KYdfBt0e3JZFfy7N3uG+Baqhmm8aRCmllFJKzYNkqUDRrhCYRs+DJYLP5aJkV0iVJk5HrRaHVKlAya7gn2avkt/lpmhXSOp3e8HQIEoppZRSah64RBCcBBLTYRuDILhF1+lZ7NxiISLYTO+7NRhERJOGXED0m1RKKaWUmgcrQg2EPT4Skyx0OiJfKVE2Tsa0sQko1OKzPFxP2O0lUcxPuaiubQzJYoGw28vyUP0C1VDNNw2ilFJKKaXmwS0da2j0BUkU8xQrlUnLDuQyNPmC3Ni6smaJB9T0XdG0jI5gFNsY0uXipGWHCllCHi8b61tZEW5YoBqq+ab/SpVSSiml5kFrIMJVzcsZKmQ5khpidaQRr+vMoXrGGPrzaTLlIhvrWvm1JetrVNvayZSKPNR/hF29R4kVnKQazf4QN7Wt5oa2VYtyAWKvy8XtS9bRnU1yPB1ndaRh3Homijn6cmnWRpt4ydKNNaipmi8aRCmllFJKzZO3bbiG/lyKZ4a6OZAYoM7rp87rxxIhVy4RK2RxicW6aDNv33gtS0J1ta7ygnqs/zhfPfgY/bk0sXz21KLDAbeH54d6+P7R5/j9jddxZfOyGtf0bK9YvoVj6WF29nZyJDVE0O2lwRvAbVkU7QpD+Swl22Z1pJFXLt/C1S3La11lNYc0iFJKKaWUmidhj48/vezX+OqBx9k92MVQIctgPoMBvJaLZaF6lobqeNPaK7lqEQYK8+mx/uN8fu8uOlMx3JZFSyBE2O3FAJlygcF8hv58ms/t2cm7t9686M6Py7J45+btNPtD/Kr7ELF8huFiDtsY3GLREgjT6g/zqpVbtRfqAqRBlFJKKaXUPAp7fLx7603051I80NtJVzpO2dhEPT6ublnBZY1LLrqsbalinq8ceJTOVIx6n59Wf/iMtbTqvAGiHj99uTSdqRhf3v8om+tbF93QPrdl8aa1V/LK5Vt4sO8IBxMD5Ctlgm4vlzR2cL3Ocbtg6beqlFJKKbUAWgMRfmv1ZbWuxqLwYN8RBnJpPJZ1VgA1QkRoC4TJlIsM5FI83HeUO5ZuqEFtpxbx+nnZ8s28bPnmWldFLZCL62cPpZRSSilVc7v6jhArZGn2h8YNoEaICM3+IIP5LDt7jyxgDZWanAZRSimllFJqwRhjGMhnyFVKhD2+KcuH3T7ylRKD+fQC1E6p6dEgSimllFJKLawpFqg9g4DBMIMtlJp3GkQppZRSSqkFIyI0+kP4XW4yUyxUC846Un6XhyZfcAFqp9T0aBCllFJKKaUW1I1tq2jyhRjMZ6YsO5jP0OQPsr199QLUTKnp0ex8SimllFKLTLZc5OG+oxxKDlK0KwTdXi5t7OCKpmUXRDr0m9vWcNexPQzk0wzmMzT7Q+OW68+lKdkVWvxhtrdpEKUWDw2ilFJKKaUWiYpt84Ojz3Ff90EG8mkSpfypxVt/eXI/S4L1vHbVNm5qX1Prqs5KvS/A762/mi/ue4TOVIx0qUCT31lsFyBdLjKYz1CslFkdaeKt66+ZVhIKpRaKBlFKKaWUUotAxbb5t30P8UBPJ12ZOH6XmwZfAJdYFO0KJzNJTmaSDORTJIp5XrFiS62rPCs3ta/BAF8/+ASD+Qw92ST5chkAv9tNky9ESyTMWzdcww1tq2paV6XG0iBKKaWUUmoRuLvrBXZWA6hV4QZCHu8Znzf7ggwVchxOxvjPzqdZEW7gksaOGtV2btzcvoZLGjrY2dfJrl5n7SiAZn+Im9pWc3P7GqJef41rqdTZNIhSSimllKqxYqXCfd0HOJFNsCJcf1YABU5WuyZ/kLKp0JNL8ouT+8/7IAqcoX2vWrGVV63YiqmmPp9sAV6lFoPzf2aiUkoppdR5bvdgFz3ZFG6RU/OCJtLsC5EqFnhuqIe+XGqBargwREQDKHVe0CBKKaWUUqrGjqWHSZcK1HkDUwYRLssi5PGSLhU5nh5eoBoqpUbTIEoppZRSqsZKdgXbGKxp9sK4RLAxFO3KPNdMKTUeDaKUUkoppWos4vHhcbkoVMrTKl+olPFaFhG3pv1WqhY0iFJKKaWUqrErm5fR4A0QL+SoGHvSstlykbJtaPVH2FjfukA1VEqNptn5lFJKKaVqbEW4gU31bfRkk/RkUywNRsedG2UbQ3cmSbM/xPb21fhci+dWrmzb7B3uZSCfxuCkKd/W0IHbmvlv9tlykeeGekiW8rjFYlmonnXRZkQEYwz7E/10Z5NUjE2DN8gljR2L6lyMNVl7pjKYT/NCvJ9cuYTf5WZTfSutgci0jtuXS7Ev3k++UiLo9rK5vo1mf2i2zVHMURAlzhXwduCPgK2AC9gP/DvwL8aYswbsisiNwIeB6wE/cAj4CvC58corpZRSSl3IXr/mMjpTMQ4mBjiejtMaCBNwewAwxpAuF+nNJvG7PGyoa+HXl22scY0dJbvCPSf2cX/PYbozCXLlEuAsmNseiHJLx1pevnzztIKc4UKWHx/fy8N9RxksZChWKogIYY+X1eFGWvxhurMJujJxMuUixoDP5aY1EObGtlW8csVWIp7FM8QxXshx1/E9PNx/jMF8+qz2vHjZRm5qWz1uMHU4Ocjdx/fydKybRClHxTa4RIh6/VzauIRXrNjChrqWcY+7P97P3V17ncCtmKdiDC5LqPMEuKJ5Ka9YvoU10ab5bv4Fba5C9q8BbwH6ge8AGeBFwGeAW0Tk9WYk8T8gIq8Gvgfkq+WHgFcBnwK2A6+fo3oppZRSSp0X1kWbec+Wm/jXF3ZxIpPgSGoIt2XhEouiXcFCaPGHWF/Xwvu23UKdN1DrKlOolPnsnp08PnCc3nhHYfoAACAASURBVGwKMISrQcxQNsuJTIITmTh7h3t537ZbTn02nu5skn96dgcHkwMM5DP4XW78LjcGQ18uxd7hXicYEAu/5SLq8yMIiWKOE5k4JzJxnhvq4f2X3LYoelu6s0k+9dwODiTObk9/LsXJTILDqRiHkzHeuv7qMwKpxweO83/2PUxXOk6imHfmzFkWWdumO5ukO5vk+eEe/mDj9dzQtuqM4+7qO8JX9j3KiWyCZDFPxOvDIxaZsk13Jkl3NsGzQ938j003cnXL8gU+KxeOWQdRIvIanADqCHCtMWaw+r4H+E/gdcBbga9W348CXwQqwG3GmCeq7/8VcB/wWyLyRmPMt2dbN6WUUkqp88mlTUu486qXcu/JAzzUd5ThYo6KbeOxXLQHo9zSsYbbO9ZNGowspC/ue4RH+o7Sl0uxLFxP2O09FQwYY8iUi3RlEpQGuvi3Fx7iA5fcNm6vS6ZU5DPP38/zwz0U7DJro034R/dcmTgni3lylTJBt4fGYIT2YPTUx7lyia5MnGdi3Xz2+Qf48BUvwetyzXv7J5ItF/ns8w/w3NBIexrxuzynPreDhngxx5FUjJ+f2EeDN8CrV20D4FBykC+88DAHEgOEPV421beeMSSybNv059IcSAzwpf2P0OALsKm+DYC9w718ed8jHEwOEvX6x9m2Qm8uzf74AF/Y9xCNvhdpj9Q5moueqN+sPn9yJIACMMaUqoHRa4D3UA2igN8CWoD/OxJAVcvnReTDwL3AOwENopRSSil10WkLRHjzuqt43erL6MrEKVbKBNxeVoTqcZ3D/KL5ciQ1xGMDx+nJJVkXbT5ruJ4zbM3H2kgTh5KDPB3r5oV4H1sa2s/a14N9nRxOxshXSqyNNp+R6r1YqRArZCkZm6DbQ8mu0J/P0OIPnzofAbeHtZEmDiYH2Z8Y4PGB42xvXz2/J2ASO3s7OZQcJFcpsW5MewAsERp9QTyWi6PpYe45sY8XL9tA0O3lrmN7OJGJE/Z4WRqqO2vfbstiSSiKZKErHeeu43tPBVH/fXwPXZkEdV4/HaOCzNPbulgWquNEJkFXOs7dXXt5z9ab5+ckXODm4l/iyL+EznE+G3nvShGpr77+terzPeOUfwDIAjeKyOL4iUUppZRSqgZ8Ljfros1saWhndaRxUQVQADu6DzGUz9DgC04638nrctHkDxLLZ9jRc/isz40x7Og+xGA+Q1sgclbAMVTIUrQruMXC53JjiVCsVBgu5s4o57IsWgPh6nEOzU0jz4Exhvt7DjOYz9A+TntGi3h8+F1uBvNpHqr26D071E2imKdtiuQRrf4wqVKBPUO9dFeDoheG+8iUCrQGwpNu2x6IkCjmeWrwJIP59Dm182I3F/8aR3qfxgv314x6van6PDIL8sDYwsaYMs6wQPeYbZVSSiml1CKyJ95LvJin0Tf13KxGX5B4Mcee4d6zPuvLpejOJinZlXGTQqRKBUrVIY0AHstF2a6QKhXOKlvvDZAuFzmcjJEe5/OF0J9PczKToDhBe8Zq9AUZrp6bvcN9zhwor2/KrIYuy6LO6ydRyrEn3sue4V4SxTx1Pj8umXxbt2UR8ficbYf7ZtQ+5ZiL4Xw/Bt4EvF9Evm2MGQIQETfw0VHlGqrPI/2SiQn2N/J+/QSfnyIiuyf4aNME7yullFJKqTmQK5com8qp4GYybrGwjU2hUqZi22f0quUqJcrGxm1Z486XqhgbjDnVoyMINoaKffZ6WpYIbkuoGJtcuVSTuWPZstMezwTtGctjWVRsm1ylRK5SomLsaZ1TZ1sXZdsmWyo55+Qcts1XStMqr840F0HUt4HfBV4G7BWR/8YZkvciYC1wEFiPk0hiOkauNjNpKaWUUkopVTN+lxuXWJRtG5dr8p6PirEREbwu11nDEn0uDy4RyraNMeaswMMlFggYDCAYDIKMO0zONoaybWOJnJmYYgEFXO5J2zNW2badjIPV7H0uschXytM6VtlU8Fke/G43djXQLNrTu+Uumwo+cS/q9bUWs1kP5zPG2MBvAB8EenEy9b0DOAHcBMSqRfurzyM9TWfPlHNEx5Sb7NhXjfcA9s28JUoppZRSaro21rdS5/UzXMhNWXa4kKPOG2BjXetZn7X5w7QForjEIl0unvV52O3FY7koVYMDZ2ifNW4vU7KYJ+j2sjLcULMMhi3+MO2BKG5r/PaMNVzMUef1s7GulU11rUQ9/uraTmf3tI1mG0O8kKfO62dTfRsb65zvI1HMYZvJ+yIqtk2yWDh1XDVzcxJ6VucyfbL6OEVEAsDlQA7YU317P3A1sAHYPaa8G2duVZnxE1UopZRSSs25sm07i6HaFUJuL42+4LSGYl3MbutYx85eJ6teoy+I1+WiYtunekI8lgu3ZVG2KwzkM6yKNHJ7x7qz9uOyLG7pWMPh5CD9uRQht/eMXqZGf5C+fJpUqYxYQkm8eN1BLG8jg7aLChYVLMoGessuQv4W4t4V/NPRPkrGULQNFWMoVx82TgAyNswQnOGAFuASwSOCSwSvVX2I4HdZ+CzBb1kELIuQyyLocp7Dbhdhl4uo2+KWjrUcSg7SN057RsuUi2TLJdZEmripbTURr5+tje10ZxMM5DK0BydOLjGQTxPyeNlY38rKcAPGGNZHWziZSTKYz0yaXKI/nybi9bG1oX3cLH4zZYwhVsiSLRfxudw0+0KLLhHKXJvv/ru3AH7ga8aYkQGX9wG/A7wU+NaY8rcAQeABY0xtZgMqpZRS6qIxVMiyo/sQO3s7iRUy2MaZo7I60sTtS9ZxXcvKmq43tJitjzZzWeMSksU8+xP9BFwesuXSqR4US4SQx0u+UqbJG2RzfRvbGjuwjWGoVGGwVCJWLBMrVeg2jaT8q+gjT3fBjcftp4ybEhZlLIrRTdhy+ntIAN2Gsyd/VDufOgeLMHh2EouF4rMEy30JtlXkWLFM2CX4pIKPCl6p4DVlKpU8Q7k0K0JN3N6xnojXD8Arlm9m73AvBxNO7rbWQPiMIMw2hsF8hlg+y7poM69cvgVwUsq/auVWDiUHOZR0tm32h87atj+XJl7MsyHazCtXbJlVOwuVMrv6jrCj+xDH08OUjY0lFm2BCLd0rOHW9rVEq+260IiZortvWjsRiRpjkmPeuwb4GeABLjPGdI6UBQ7jDNvbPmqxXT9OgHUD8KbZLLYrIruvvPLKK3fvnijvhFJKKaUudnuGe/n83l2czCSqAZTBbVkUKxWCbg/N/jBbG9p537abqfNOnYHuYpQq5nn3Q9/n6dhJcpUyNh5wB7AtP7blw7b8WO4AQW+E1lALQ+UKsVKZis58P4NboM3rocPnocPnxS5n6Ix3kcnHKZfSNHmEgOXM94oXcwRcXpaF6vi99Vdzx9INZ+zr5yf2841DuzmRiZOrlKj3BnBbFiW7QryQJ+TxsjxUzzs2XsfN7eeeDHswn+bTzz/A/sQAsXyGfKV0KlmFSyya/SGWh+p577abWRttnu0pmhdXXXUVTz755JPV6UAzMlc9Ub8QkRzwPJACtgIvBwrAb44EUADGmKSI/CHwXWCHiHwbGMKZV7Wx+v535qheSimllFJn6UzG+NyeneyP9+OyLJaH6gm6PYgItjEkijlOZhPkKkU+9dwD/MXld1z0E/DLtqGnWOJ4rsDxfJGufJGHY/28YK8gVbeKiuWHCVJr54GhrA4ymkjZwMlCiZOFEk5+NoB28LWDD7oBlynjNwUivjJNPjeXtrbTGOkgXa4Qdp/upXvJso20+MPcdXwPh5IDJIp5KsbgtdxsqGthY30rv7FiK9saO865vqlSgU8+dz/PxE6SLhVpC4SJev1YIhhjSJeL9OfSJIp5PvXcA/zl5XewZJyFg89nc/Vfg+8Cb8TJ0hfA+a6/BPy9Mebo2MLGmB+KyK3Ah4DX4Qz5OwS8H/ismYvuMaWUUkqpCXzr8JN0JmP43W6WBuvOmP9kidDgCxLx+DiUjLFnuJf7ug/ysuWba1jjhVGyDcfyBTqzBY7kChzJFTmWK3A0V+BEvkRpvFs0CYOOeJx3FXGTETcZoLcAj3el+ERXCoAOn4cNQT+bQn42hv1sDjXwwUvvoDcbZ1+in1y5RNDtYUtDOyvDDZMfaBru6XqBffF+suUi66JNZ8x/EhEiHh9ht5dj6TiHU4P815FneN+2W2Z93MVkrhJLfAL4xAy32YXTW6WUUkoptWCOpIY4kBggXS6wub5twgQSbsvFkmCUvlya+3sO8+vLNk2YIOB8Ey+VOZgtcDCT52A2z6FsgcPZAsfyBR1qdx7qKZToKZS4fzh16j0LWBv0cUkkyCXhAJeGAzT6g7M+VrFS4cHeIwzk0qyM1E+YQEJEWBaqY1+in2di3fTnUrQGJk6Ucb65uPullVJKKXXReXzgOEOFLA3e4JRBUcTj42Q2yYlMnM5UjHWLdG7HRDKVCvvTeV7I5NmXybE/k2d/Jk9fcXrrEC02IZdF2GURdrlOZcYLuiwCLidbXqCaPc8rzrPHcrLseaqL8Lqq2fcscRbtHb04qcFgG6gYQ8VwKptf0TaUjKFg2+Tt08/ZSoVsxSZTfaTKFdLV58mTky8MG5xAOVvg+33DgJOBcH3Qz5XRIFfVBbk6GmJjyD+jHwf2xnvpy6VwW0LQ7Z20rNuyiHr8DBWyPDF4gpdfQL25GkQppZRS6qKSKOYp2hUinslvAMH5Nd3vclO0KySK+QWo3bkxxtBdKPF8OsfzqRx7Mzn2pHMczU29TlEthF0WzV43TR73qedGj5sGj5sGt4t6j4s6t4t6j5uo23kdclm4zoOeQGMMmYpNvFwhXioTL1cYKlUYKpWJFcsMlsoMFssMFEv0F8v0FUtkKgsTdhngQDbPgWyeb/cOAVDndnF1NMT19SFurA9zaSSIx5r4PI/8+/G7PNM6ZuDUv5+p1xM7n2gQpZRSSqmLituyEJhyQdIRxhgEwTNB0oSFZozheL7IM6kcz6ayPJfK8Vw6y1CpUuuq4cImQAm/lPFTfUgZLyW6U/1si9bzhRtfTch94U6iEhFnzSi3i2X+qQN1gHS5cmpI3slCkZN557kr5yTwOFEoztswy0S5wr1DSe4dchJth1wW19eFuaUxzC0NETaF/GcMeXVbFiLC2Sttjc/GYAl45ML6zjWIUkoppdRFZVmojpDHR7yQpckfmrRs2bbJlkuE3N6aZRcbLJZ5MpnhqWSWp1NZnknVLmCqc7tY6feyPOClL9XHyWQPdS6bVq+LACU82IzXWTRcyNEoeTaEwxd0AHWuwm4X690u1ofGX1OpbBtOFooczRXpzBXorM5jO5QtcCJfnGY4Mz2Zin1GUNXu9XB7U4Q7GqPc2hhhWaiesNtLTzaBbcyUQwGTxTxtgShLNTufUkoppdT564bWVXzvyLP0ZBLkyiUC7omHJcUKGaJeP5c1LaF5ioBrLpRtw55MjicSGXYns+xOZDiWX9gheY0eF2sDflYHvawJ+FgV8LE66GOl30u95/St42P9Lv7puQN0ZxNEvC0T3kyb6uKwLYEwt3asXahmXFDclrAy4GNlwMetnJmcIVuxOZR15rrty+TZm86xN52bs3lvvcUS3+oZ4ls9Q3hEuLE+DP7luLM5hgrZSf9dpEsFysbQEYxwVfPyOanPYqFBlFJKKaUuKmGPj+1tqxnIZziaHmJNpGncNaCGCzli+Szros28aMyCpnMlXa7wRDLDo/EMjyUyPJXKkl2A+TECrAp42RDysz7oZ13Qx7qgn7VBHw2e6d0eXtm8jBXhBmKFLMfTw6wIN5wVSNnGcCKTwGAo2xXuPraH7x15Fq/LxfpoM7d1rGNDXcuEGRIXq95skh09h3kmdpJMuTRn7cmWizzcd5RdfUcZKmQRoDUQ4eb21VzTsmLc6zTosrg0EuTSyJmZ9waKJfakczybyvFMKsvTyWx1HapzVzKmmgEwAoGr8FUSLC2mWePJE5Azg7ZcucTR1DBRr594IcefPnYXArQEwtzSvmbC9oxIlwrs6jvCI/3HGC7ksERoC0S4uX0NVzcvx+uqbY+mXIhLMonI7iuvvPLK3bt317oqSimllFqECpUyn3xuB08MdNGTTRL1+qj3BnCJRcEuM5TPUjY2q8KN/Nbqy3j1qm1zctx4qcyjiQwPxdM8Ek/zfDo37ynFl/o8bAoF2Bx21hHaFPKzNugn4Jr9HK/j6WH+4Zn7OJgcJF0q0OgLEq4m7MiUi8TyWUq2M/Sw3hckVy5SsW0sESJeP82+EFsa2nnXlu1EveMPZVtMyrbNNw7tZkfPIWKFLPFClvKY9mxuaONdW7ZT5w3MaN+P9R/nqwcfZyCXIlbIkq84QUnA5aHZH6QjGOWPNt3Alob2c65/f6HEk8ksTyQzPJHI8HQqS96emwswatJ0kKDRDJMupBgq5ACD3+XBa7koVK+DgMtDkz/IkmCUP9x0A1vHac+u3iN8/dATDOQzDOWzFColECHo9tDkC7EkGOV/br6RjfWts6rzVVddxZNPPvmkMeaqmW6rQZRSSimlLkqFSpmvHXycR/qOMVTIkizlsY3BY7lo8AVoC0R4zcpt3DGLXqh0ucLD8TQPxtM8NOwETfN15+URYWPIz7ZwgG2RAFtCAbaE/WcMwZsPJzJxvrTvUQ6nBonlM+TKzs2/3+UmVymRq5QwxtDkD9LoC+K13FSM7fT0FbI0+YJc1rSEP7/sDsIe37zWdTaMMXxh38P8qvsQXWmnh6XJP357Lm1cwp9ffgeRabbn4b6j/NsLD3EkNYTbsmj2Bwm5vRggVSoQy2cQLNZGm3j/JbfOKpAarWDbPJvK8XD1+nwsmZl1T6gYm6g9jDvXhbcUo97rpyUQOtWedKnA4CTtub/nMF/Z/yidqRhey0WTP0TI7XHORbHAYCGDSyzWR5v5wKW3s6Gu5ZzrqkHUGBpEKaWUUmq6BvNpHujppDMVo2hXCLu9XN60lOtaV0463Gg8JduwO5nh/qEUO4dTPJXKzktPk2CIkidgZ6gUh1jnd/PxK29lQ13T3B9sGowxHEgMsKvvCAP5DAZDopBnb7yX/lyaNdHGcdcUKtsVOlNDNHiDvGrlVn5/43U1qP307Ozt5F/37uJoepjVkYZJ21PvDfAbK7dNqz0jQ932xfto8AVpDYTPKmOMoTubJFcuc1lTBx+/9lUzvjano2jbPJnM8sBwivuHUjyVzM5qzSuvKbLSSrLSSpwx3O90e0pc2rSEf6i2ZzCf5s8fu5v9iX6a/aFx51uZ6hDRkl3hiuZl/P01r8Q9wYK/U5lNEKVzopRSSil1UWv2h/nN1Zee8/ZHsgV+NZRkx1CKXfH0vKz5E6JAg+SplzwNkidCAZc40Vl3KUGpIOzqPVyzIEpE2Fjfemp4lTGGjz75c1KlAktD0QkXZXVbLlaGGziYGOTR/mP89urLiCzCYX3GGO49eZC+XIqOYGRO27Ozr5OBfAavyz1uAAXO+V0SjHIoOUhPNsUTA11sb18963aN5bUsrq8Pc319mD9d3cFwqcyOoRS/jCW5N5YkXp5ZVsiieDlomjlUaaJd0qy2hmkkN6Y9SR4fOM5N7WvY0XOYgXyagNszYcIKEWFZqI4DiUFOZuI8FTvBNS0r5qL5M6JBlFJKKaXUDOQqNg/H09wbS3LfUJIjc7ygbchl0e4qkcn2EjUZVvsFr0wcmDX5QxxKDPLowDHevO7KeemhmKmj6WE6U4PkKyXqvI2TlvW53IQ8XmL5DA/3H+MlyzYuUC2n79ip9pSpn2Ku0+j2PNR/lF9ftmnS8g/2dhLLZ1gaik5aTkRo8oeI5TPs7OuclyBqrAaPm9e2NfDatgbKtuHRRJp7BhPcPZCgewZJKgxCj4nQU4lQR5411hBLJFVtT5YHejvZ3raaXb1HGCpkWR6un3R/zrkIEstn2dnbqUGUUkoppdRi1FMo8ovBJL+IJXlwOEVujibjA7R53VxXH+a6uhDX1oXYEg7w8afv5efDR1kSjOKVyRds9bncuCyLbLnIcCFLe3Dym/GF0J9LkSuXCLt9U64jBBDx+MhWSgzk0wtQu5nrz6XJlUsE3d6ZtSc3eXvKtk0sn6VglwlN0Ls1dr892RT9U+x3PrgtYXtDhO0NEf563VKeSmb5YX+c/+6P01ucfkCVwM9T9hL2UWK1e5Bs9hADuTTZcolEMU/Ztgm6Jl52YETE42Mgl6nJuQANopRSSimlzmKMYW8mzz0DCX4WS/BsKjdn+17q83BDfZgb68PcUB9mVcB7VkpsM5J+YoaZsuc/Ofr0nAoxZ1r/RT5Xf0bNMUyZRORc21vrnAYiwpV1Ia6sC/GRdUt4OJ7mv3qHuas/Ttae3lWYw8Ne04Er1EhjOU3ePj1UcDop4kdKmHlL1TI5DaKUUkoppYCKMTyeyPDTgQQ/GUzQNUeL3LZ43WyvD3NzQ4TtDWFW+s8OmsZq9AXxu9xkSsUpeyiKlQpl28bn8lC/SOYTNfqC+Fwestkkxpgp25spO+1sWoAFjc9Fo99pT6Y8g/a4vDT6gpOW87pcRL1+vJaLbKU05XedKRXxu9yL6jy5RLipIcJNDRE+tn4pv/PIr3g67yHvqpvW9hXLx5NlHy/e3ckSqwmR/ikXwQZIl4v43W6afLU5FxpEKaWUUuqiVbYND8fT3DUQ56eDCQaK5ak3mkLAsrixPswtjWFuaYiwKeSf8eKrN7at4sHeIxzLDNPiD026/VAhS70vwNXNyyZMeLDQ1kebWRGu50QmTrJUoG6S4K5kV0gXCywP1XN968oFrOX0rY00jWpPftI1oEp2hVSxwPKG6bXnxtZVHE466eFD4Ym/P2PMqRTqNyzS8xRyu/jdpS2Yg08wXHZT9K+gy9RRYersed2FEt20EAiFkeIxtkwSpRhjiOWztAXC3Ni2au4aMAMaRCmllFLzbDCfYVfvEXpzKQyGBm+A69tWsTLcUOuqXZQqxgmc/rs/zt0DCWKl2QdOW0J+bm+KcntjhGvqQvjOMeXyiEsal7A8XE9vLsXJbIKlwbpxA6lUqUCskGFdtJnbOtbN6phzSUS4rWMdh5MxTmTi+F3ucRNeVIzN8fQwjf4QVzUvp9EXPJUu/YnBLpLFPC7LYnmonpvaVtcsc5+IcPuS0e3xTNKeOE3+EFc0LZtWj9GtHWv5SdcL7E/0M1TITth7NZDPULZtWgIRbqhR4DAdt3Ws5SfHX2Aw0c9S91E2ecN0mTqO2PVkmTrIz1kBDns3MVRKcIU7RkjOnG9ljKGvOg+qPRCtSVIJ0CBKKaWUmjepYp6vH9rN7sEuYvks2UoRjJMI4CddL7CxvpW3rLt6ykxUavaMMexOZvlB3zB3DcTpn2WPU8hlcVtjhDsao9zeFKHDN7c9QJYI79h4HbFClsPJQQ6nYrT4Q0Q9ThBRqJSJFbLEi3lWhht56bJNp9KLLxa3L1nHs0PdlOwKh5KDNPlCNPmDeCwXFWMTL+QYyGcIub1sqmvlDWsuZ3+8n28efpLOVIyhfJaSXQERwm4vPzj6HDe0reLNa2uTgfD2jvU8E+umPEl7BvMZgtX2vGntFdPab0sgzBvWXs5/HNpNZzJGulSgyR86lVwhXS4ymM9QrFRYE2nkbeuvWTQ9juNp9od507or+L8HnzjVnjZ/nlXWED0mwgG7kbRMnuEQYFjq+FU5wioZYJMVxyWGdKngBJPGZk2kibdvvLZm2Sg1iFJKKaXmQbyQ4x+evY/nh3sZyKWJen1EPT4EIVsuciAxQF8uxYl0nA9eejtrorVZ3+dCdzCT5/t9w3yvb5jjs5zjtNzv5debo7ykqY7r60N4Z9nbNJUNdS28f9utfP6FXfRkkwzkMhxLxUHALRaNviAboi28bPkmXr/m8nmty7nwWC7eveUmPJaLJwa6GCxk2B8fwFRTAUQ9PpYG61gTbeJ9226hKxPnX/Y8yJH0ELlyiQZfgDqvHxtDopinJ5skls/QnUnwgUtuwz/FnJm55rYs3r3lJryWi8cHuxjMn92eJdX2vHfrzTOat/SSpU5a9+8cfppYIUNXOk6xmmjB73Lm/bREwrx947Vc21qbnpeZeHG1Pd869BRDheyo9vTSYblxBzrocS0hzuTBlBGLI7TRVYrQlNtHg+T4f+ydd5QkWXWnvzDpfWWW99W+e1x3j2cYAxJGw2AEkjAr0AiQhAAZhNACu9KKFbvAAaQFhJFgYZEwQvjBCKPxfqZ7pr0t1+VNZqXP8G//yOqe7q6sqqzqajfEN6dOz8mMzHgR8SLP+8W993eTviCNgTBv33wT1yTbL8DR1Ea62O4e5wNJknbt2LFjx65duy72UFxcXFxcfgURQvDRvffyyOQgeVOjN9KAR1bO2MYWDqPFHI4QXNnQyoev+41L+uny5UTasPje9Bz/Pplhzzm66l0dCfCyVIyXpWKrqm1aC8qWwaNTQzw40c94OY9AEFJ93NDUxW2t6+gIXdqRTCEER3LT3D/Rz570OIZjIUsy66JJ7mhdz45UB1m9wn/f9VMOZ6cJqh5ag1EkJBwk7Pl/K7bNSClPgy/EC1r6eG3v1WfsR5JARkKVJFSp2jjWK0v4ZImALNdlTV7v8RzNzXD/xHGePet4bm9dz85Ux4L7vV5mtSIPTAzw6NQgOUMDIOkPcktLH7e29C1Zi3UpstTx3NLUy9NFk48MTnCgqNXxbYIrPEX+pDPJHa19a5LauXPnTnbv3r1bCLFzpZ91RZSLi4uLi8saczw/y4d2/4zj+TSbYinURRZUjhAM5NMk/SH+aMvN/Fr7xgs80ucPpiO4N5PnmxMZfpHOYa1yeSMDN8RD3NkY5+WpGO3+S0vY2o6DLQReZXWL9AuNZjvMmBazhkXatEgbJjOGScFyyFo2ecsmbzkMlHJMahUsISPJKjZyXWYEK8EvSwQVmZCiEFZkoqpCVFWIqQoJj0KDRyXpUUl5VRq9Hpq8SDfQpwAAIABJREFUKs1eD35l8XEIITAcG6+srLnANh0bCQn1PEc8LxSLHY8jBN+ZmuMjAxOM1dHAd0vIz+e39bApdHFFlJvO5+Li4uLissY8MNFPWivT4AssKqCgWvfSGAgxUylx/8RxXty24aJEOi5njpc1vj6e4d+nMqt21pOBFyTC3NUY5+WNMRq9FzZNbCUossylIJ+EEGQtm1HNYEwzGdMNJnSTCd1kUjeZMkymdJOCXW/nKgmk4Ir7Sq0EzRFojk3GtJff+DQaPAqtPg/tPi8dfi+dfi/dAS89AR89AR/B81STs9po1qXKYscjSxK/1dLAnY1xPntims+cmEJbopn1oZLGy54+wv/e2MHrWy9eGrQrolxcXFxcXNaYwUKagqnRVYf7XtTj50Qxy0Q5j25bF7zO43JEsx1+NJPlX8fTPJ4rreo7JOCmeJhXNcW5szFOyusuic7GFoIxzWCgojNYMRiq6AxXdIYrBiOaQbFugXR5kzGrwmuxlLM2n4f1QR8bQ342Bv1sCQfYEvITVp9fIuh8E1Rk3tvbwm+1JPjgsTF+mc4vum3FEfzZ4RF25ct8eEP7ea9PrIX7i+Hi4uLi4rLGGLaNI6pNKJdDkiRkScIRAtOx8eOKqMXoL2t8dSzNtyYzzFkriyac5OpIgN9sTvCqpgQtPvdcA+iOQ39Z50hJ42hJ42hZ43hZZ6iioy8REXCpMq6bjOsmD84Vz3i9J+DlynCQqyIBtkeDXB0JEnGF1bJ0B3z8y5W9/GA6ywePjS3ZguBfxtMcLWl86YreC/4gxBVRLi4uLi4ua0zE48Mjy2i2hXeZVB/LOSm4ZDcKVQPLEfwinePLY7MLFqn10uX38trmBK9rSbAueHH6DF0KCCGY0E32FyscLFY4WNI4VKwwUNGxXa205gxVDIYqBvfMZIFq9HNLyM+1sRA3xsPcGAvRdonV3F0qSJLEq5sT3JKI8L4jI/xkNrfotk/kSty56yjfuHodfUHfBRujK6JcXFxcXFzWmO2pDp5Jj5HRy0SXcZDK6BXiXj/XJNufdzUQ58KcafGv42m+MjZbV7H52UQUmVc2xfntlgauj4V+5WrNhBCM6SZ7CmX25MvsLVTYWyyvuB7oYiPjICPO+DMdG48kkfQHCc07WgpACHAQWEJgOgJDCAxHoDvOkjU2FwoBHCxpHCxpfHU8DUBfwMctiTC3NUR4YSJC1I1UnUHKq/KlK3r4xkSGDx4bpbLIdRzWDO7afYxvXN3HVZHazYrXGldEubi4uLi4rDEvbOnlB8P7maoUyBvaokJKty1mtBJ9kSS3t667wKO8NDlS0vji6AzfnswsumBaihfEw7yhtYHfaIwTXMJVbSWULYMDc5MUTB2vrNATabjgtuJCCAYLGUZLWWzhEPMG2JZoOdVodKxc4seT4+wvGQxqggFdkL4EBJMMJL0qqXnXu6RHJeFRSXgUEqpKzFN1xxvMTfLDoT3MVnKsC0fxyxIKgrO1b1orMauV2JHq4GPXv7Jul0JHCCqOQ9l2KNnOvCtg9S9r2sxZNul5B8EZw2TGsJia//d8yq+Bis5AReer42lUCa6LhXhJsmqp33sBoyq1mK4UOJafRbctgqqXLfGmVVmsa5bFT0cPcaI4hyLJ9EYaeHnHZuQ665gkSeKNbUl2xIK8ff8Qx8p6ze3SpsXrnj3ON65ax85Y/T26VosrolxcXFxcXNaYmDfAXV1bKZsGg8UMjbZFgy94ytrXEYKcUWGiXKA1GOH6xk62JVou8qgvHkIIHp4r8rmRae7NFFb8+Ravh9e3NvCG1ga6A2u38JzVSvxk5CCPTw0zq5cwHQcZCHt8bI4389KOTexIdazZ/mohhODRqSF+MXaUgcIsJdPAAZB94E1iexoYNmWmLRlxPq3tauCVJNr9Hjr8Xtp8Xtr9Hlp9Hlq8Hlp8Hpq9HpJeta7aQCMRZjZ/gidnCowWpmkNRol6fJy06zMdm1mtxJxeYV00yet6r16RzbssSYQUhZCi0LiCY7QcwaRhMq4ZjOomIxWDE9pzRhvjq4iSLrovAY9lSzyWLfG3/eNsCfl5RWOcVzfHL2ga6pHsND8dPcSe9DgFU8cWAlWSifsCXJvq5M6uLXU9RCgYGp/Y9wD3Txwna1SwnKoRiUeW+ft9D/DrHRv502234VfrkyObQwF+snMj7zo0zM9ma5tO5C2H1+/p51vXrGd79PxGpNw+US4uLi4uLucBIQT/NvAsPx45yHSlSN7QCKgeJKBiWwQUlaZAmOsau3jn1ltORRR+lbAcwQ9nsnz2xDT7iytriisBdzREeHNbil9LRlHltRUQJ4pz/P2+B+gvzDKrlfErKj5FxREOBUMn6PHSFozy2p6reVXPFWu675MIIfh/x57mF2NHOFGukJPC2J4kRTmCLl+YpqsRRaY36GPdvJ13T8BHd6Bq8d3s9axZA1uAvKHxD/sfZN/cBDOVYtVoRVFxEGiWRdwboCkQ5o3rd/DSjs1rtt9zoWw7DJQ1js4bcxwqVjhYqjCqrZ24ArgqEuC3mhv4zeYEyfNooPDQ5ABfPvIEY+U8eUMj7PGhyjKmY1MyDRp8QbrCCd617ZYlH/zMVIq87aF/Y7CQQbNNEKDM36OWI5AkiYCisiXRzBdf+HrCnvprwxwh+PDABP94YnrRbeKqwvd3rGdzaOn7xG22exauiHJxcXFxuVTYmx7nP8ePsTczTsWqLqx8isq6aIrbW9dxc3Pv86aZZr1UbIdvTKT53MgMI5qxos8mPSpvam3gv7Ql6VrDqNPp5IwKH9r9c/ZlJrCFQ1sohv80kWsLh4xWrqZiRpO8ddMN3N66fk3HULRsPn7kAPdMTTPtBDCV85uelPKobA752RTysyHkZ0PQx4agn0avekHryXTb4oGJfu6fOM5IKYth28gShFQfO1MdvLh9IxtjK4klXRyypsX+YoU9hQrP5EvszpfXJGrlkSRelorxlvYkL4iH1/Ta7MtM8Ml993M8P0vM66fRHz7jt8mwbSYreQzbZnO8mf+2/ddpD8UWfI/jOPz2vV/lcHYa3bYIqR48pzUjFkKg2zYV2ySgqlzX2MWXbn39isf7f0dn+OCxsUXTLdt8Hn6yc+OSLpxus10XFxcXF5dLlKuSbVyVbGNWKzFdKWALQcIXoD0Y+5UzOyhaNl8Zm+ULozMrboy7Ixrk99tT3NUUx3eeRee948cZyKcxhU1fJLkg2qJIMo2BMIosM1yY457hA9zS3HdOYlgIwf5ihfsyBe5N53k6X8ISgJRiLbvrqlI1LWpr2M+2cIBt4QCbQ4FLpk+WT1F5Sccmfr19I8PFOfKGhkdWaA1GifsuTPRtLYh7VG5JRLglETn12rhm8GSuxOO5Eo/OFTlart13ailMIbhnJss9M1k2BH28vaOR17U0nHP9nxCC7w3tY6SYJe4N0BKMLNjGqyh0huKMlLKcKM7x45GD/MHmmxZsd8+JA/TP11JF5iNZpyNJEn5VRZElCqbOs+kxnpo5wXWNXSsa8+93NBJTFd596AS1OpaN6yZv3jfA97dvWLP6yNO5NO4YFxcXFxeX5zkpf4iU//wXO1+K5C2bL43O8E8jMyvq76RK8MqmBG/rSLEjemHOnenYPDjRz6xeojMUXzJdLeENMFMpMV7OsXt2lOubVrYILNk2D2YK/CKd5z/TeaZWKCyXQ0IQQUcYGTq98Fdbd3B7Y9N5F6FrgSRJ9EQaLvYw1pQ2v5dX+728urnahHtaN3lwrsD9mQL3ZQpL9kOqxbGyzvuOjvKRwQne1tHIW9tTxDyrW9oPFjIcz89Qtg26I4s3CZckiZZAlKO5GZ6eGeH1fdsXGOd8e3DvfHsHZckHCx5ZwSMraJbFvxx7esUiCuC1LQ3IksQ7Dw7XFFJ7CxXed2SET2/pWvOHVq6IcnFxcXFxcTkvFCybfx6d4QsjM+RWIJ7iqsKb25Lc3ZGi1Xdh++icKM4xrVX7UQWX6dslSRINvgBzeoX9cxN1iagZw+Tns3l+OpvjobnCmjazlR2dRlknKWvEJY0YGqokGNVzeE0F25jDJ//qGphcajT5PLyupYHXtTTgCMEz+TI/m83xk9kcxxdxoKtFxrT52OAknzsxzR90NvJHnU0rbuq7f26CrKER9waWrXPzKgpB1cOcXuFwdvqMee84DsfyM5iOTWyZ9g4AfkWlaBkcmJta0XhP5zXNCSq2w3uOjNR8/9tTc9wcD/PGtuSq91ELV0S5uLi4uLi4rCkl2+b/js7y2RPTK4o8dfm9/GFnI69vbSC0Aue1taRsmdiOg/e0Go6l8CoKJcugbC1e7zKhG/x4JsePprM8kSutmWW2Yhfx23n8VhZbmyUkW2yNN+OXz1zeeWUFWwjK1srqz1wuHLIksTMWYmcsxPv7Wjlc0vjhdJbvTs0xXGfdYMF2+MTQFF8em+U9PS28pS2Fp07DldPnfT14FQVbOJTOmlNl28Ke91tQpOUjnookg6jWwp0Lb2xLMmmYfGxwsub7Hzw2xk3x8JraxrsiysXFxcXFxWVNMByHfxlP8w/DUyuqeboyHOCdXU28ojG+5i57K8WvqMiShCVqJQctxHIcZEle4K44rZv8cCbLD6ezPJkrrcnYQhikpDJ+a465wgjCrjo+AhQcHUn21owiWI6NIiu/kg6QlyOSJLElHGBLOMD7elt4Klfim5MZvj+dpWwvPy8zps1/OzbG/xub5cMbOri1YWF909n4VjPvVekMwxWA4Pz3QNVFb7moljMvuNai0fifdzdzrKTxvensgvcqjsOfHz7Bd7evXzNHSfducnFxcXFxcTknHCH4wXSW/z0wwYkVuO3dGAvxJ93N3NEQuWRMNrrCCRp8QYaLc1Qs85RIWYw5vUJjIMzGWCMFy+ZHM9XowSNzxZo1GitBFSZhJ0ePxyQllQlIVWGqY1GWLIrCQQiBPb9Y9SueBYtRRwiyhkZfNMnG6KXvaudyJpIkcX08zPXxMH+7vp1vT83x5dHZukwpjpV1fntPP7/ZnOBD69uXNA/ZFGsk5g0wWEjTElj6frQch6Jp0BlKsOEsp0RZlukMxcnpFTTbJKgunY6r2SYeWWZd9NxT7SRJ4hObuzhU0jhcWnh+Hs+V+MZEhjetUVqfK6JcXFxcXFwuY4QQZPQyumMTVDzEvP4LKkgemSvwt8fH2buCPk+3JsL8eU8LN8XD53Fkq8OnqNzc3MuJ0hxTlQLd4QSSJGE5NpZwkJDwyAqyVHUW0x0bx9vE19Iybzm6H+0capxkYGc0xIuSEa6NePny/p9zqDBFKpo8Q8z5FJWox49mW+iOjS2qaVhJf5CzL31GL+NTVPoiyYtiDV40dfKmjipJxL3BFTXIvVDkDY2iZeCVZRLeIMoSZghnH0/ZMijbJl5ZocEXXNO+WWcTURXubk/xe21J7s8U+OzINA/NFZf93Hen5nggU+Djmzp4eWPtJrlb4s10hxOMlbJk9DLJJUxwpitFYl4/21PtNc1yXt19Bcfz1cbQfmXxaJTlOJiOQ8Tj443rdyx7HPUQVGQ+v62blz59tGa94YcHxrmrKU50hTVjtXBFlIuLi4uLy2VI0dR5aHKAByb6mSwXsHFQJZmeSAO3t67nxqbu85q+1V/W+FD/OD+bzdf9mdsTEd7b28K1sUvbpfDX2jfw8OQAB+cmOZabRZKgZJmc7K3plRVkT4QZOUklvIUBywMzuVXtK6LIvCgZ5deTUV6UjNJwmrtaf+s6CqbOYCFDVzhOSPWeEshNgTA5QyNv6ihI+D0eGnzBU5915sX1dKXIumiSOzu3XjBxLYRgX2aC+yaOszczjunYgETM6+fm5h7uaF1PSzB6QcayGJbj8NTMCe6bOM6x3AyWcJCRaAyEubWlj1tb1p2yVD/9ePZlJtBsi7ypUTJ1PLJC1OsnoHhoDkS4rXUdt7b0EanDVGG1SJLEHckodySj7M6V+PjQJPdmCkt+Jm1a3L1/iDe3Jfnb9e0ElIW243d2beVEaY7+fBqABl/wjDnjCMFUpUDe1NgYa+RlizQ8fl3vNXy9fzdDhQx5UyOsLrQ5Nx2bomngVRTWRZPc3rJuNaeiJptDAd7f28r/6B9f8F7GtPnM8BQfWNd2zvtxm+26uLi4uLhcZgwVMnzqwEMMFzOktTKGY6FIMpbjEFQ9pPwhNsWa+NMrbl3yifJqyJkWnxya4ktjM9U+RnXwgniYv+pt4fpLMPK0GE/PjPBXT97DZKUwLwJAkhQMbzOGvxPbu/qUoCavystTMV7eGOPmeBjvIpEPw7b5x4MP8/j0EOPlPLIkEfX4kSWJimWS1kqY8zUsfsVDyh/EIytYwiGrV/ApKh2hGL/Vdw13dW1b9XhXgmHbfOnI4zwyNcSMViRvaKiyjBACAST9IZr8Ye7edD0vaO69IGM6m4Kp8+kDD7EvM86MVqJkGqiyjCMEiiST9AfpCMV559YX0BdJ8eWjT/DQ5CCzWpE5vULFNjFsG4dqZFKRZAKqStjjI+kL0RmK8+4rXsj6aOqCHdOT2SL/s3+Cp/LL199dGQ7wpSt6ajar/v7QPr47tJeRYg7DsYj7AqiSjOnYZI0KQdVLVyjOWzffuOT1O5qb4Y8f/jYT8815ZUmqzgMEtiNwhMCvqHSGE3z51tfTXKMv1blgC8HLnz5aM0IeVGSeunErSa96Ts12XRHl4uLi4uJyGTFZzvO/nv0lh7JTWI5DUyBMxONDkiQcIcgZGlOVAlGPn2uS7bz/mhcT9py7I5UjBN+czPDh/om6+9nsiAb5QF/rGQ1HLwdMx+YT++7nwYl+Rks5HDlA2ddOxdeOkFdnud7q8/CKxhh3Nca5NhaqO+3Lchx+dOIA908cZ6JcqLqhCYFHUWnwBWgNxrCFw1gpR86oYDkOiiwR8wTojTTwiq5tK+5ftVqEEHz+0KPcO36csXKORn+IBl/wVBSiYpnMaEXKlsm6SJJ3bXsh1zZ2XpCxnUS3LT6+9z6enDnBrFaiORAh7vOjSFWhV7IMpitFBLAhmqIn0sDu9BhjpSxJX4g5vULB1DAdB8+88LKFIKh6aA5GqFgmErA53sz7r3kxHaHa6XPnAzFfm/i3/eNM6Iu7RQIkPSpfubKX62pEhR+bGuLHIwcZKsyRNyvYjkCVZeLeAJtiTbyq5wq2JZa3yh8rZvnQMz9nT3qckm1gz6fXqbJMSPVyfVMXf7P9pTT4g8t80+p4Mlvklc8cr/nee3qaeV9vqyuizsYVUS4uLi4uz1c+feAh/mPkMLpj0R1O1FyM245DfyFN0hfiDeu281t915zTPvcWyvzXo6Pszpfr2n5D0McH+lp5WSp2yRhGrIT7xo/zuUOPclwDM9jLDGFg5ceR8qjc1RTn1U1xrluBcKqFYds8mx5jtJTFFg5Rr59rU50k/SGEEAwVM+yfm6Rimfhklc3xJjbGGi/o+d+bHudje+9joJCmL9KwqCnHdKVI1qiwI9nBx264a02c2erlZ6OH+dKRJxgv51kfTdbctxCC0VKOsm3iOAIHh75IkpyhMVrKYdgWQY8HaX5O6LaFJRyiHj9b4k2MlnLIksSvtW/kvVfdccGO7SRFy+ajgxN8cXR2STt9vyzxT9t6eEkqtuA9IQSHs9Mczc2gOxYB1cMViVZ6V9EAeaKc51sDzzBeKiBLEl3hOL/Tt/28iafTuXvfID+dXZhqm/So7L55Kzdfd92qRZRbE+Xi4uLi4nKZMKuVeDY9RkYvszneuOiiXJFlOkIxhotZHpka5FXdV66qoL9g2XxkYIIvj83W5TTX5FX5y94W3tCSvOhW5aulYtl8bmiUJ1iHHlx5KmRAlvmNxhivbU5wayKyZufBqyhc39TF9SyMKkmSRG8kSW9kbZuJrpT7Jo4zoxVp9IeWdDVs9IfIGhUmynl2zY5yY1P3BRmfEIIHJvqZrhRpC0YXFW+SJNEeivHUzAiOEHSEYvgVD4N6BsO28KvqKQEF1Ro5y3bQ52ulOkIxDmWn2T83yXg5T9sFrv8Kqwr/c0MHdzXGefehE4v2mdIcwd37B/nc1h5e2XRmxEySJLYkmtmSaD7n8bQGo/zpFbed8/eshr/oaa4potKmxX/UeH0luCLKxcXFxcXlMmHX7AgZvULE60Nd5ul9UPWiShKT5QIHs5Nck2xf0b5+MpPlA0fHmDSWTgsCCMgSf9TZxLu6mgitgevVxSBrWnxlbJZ/Hp0mbcarVnkroM8reHdfF3c1xglfpufgXCiZBs+mx8mYDp2BBqYdFQMF8+SfkLGQsZGxkdACrYwJePfRGVpHDRwhkJCQJVAkCa8k4VMkArJMQJGJKAoRVSbhUUmoCkmvSrPXQ5PXQ4OnvsbIg4UMI8UspmMTXSbF9WSm1sl6uJKlo9kWgoVNZCWp6thoOjZzeoWEL0jc52dOL/PU9Ale1XPF6k7qOXJ9PMwvr9vEe4+M8IMavZMAbAHvODiEX+6tGZG63LkiEuSFiXBNF8NvT86d03e7IsrFxcXFxeUyIatXqqlEytK9i07iVzwYjk3OWL6nzEmmdZP3Hxvlx3W6zb2mKc5/W9dGu391tUIXmynd5PMj03x1PE2pjkamp+PDokmkCejj/E7zBt7QenEjQeebomUzWNEZrhgMawajmsGIZjChG4xpBllnM0RgRMCSeWRwSqQWTRg5x2bEflmi3eelK+ClO+BjfbD6tynkp8XrOSWwcoZ2KjVtOdFlCQdZAoHAQWA6TtV4YpHIoiJJmIhTzWoDioeKZZEz67f+Px9EVIXPb+1meyTIh/rHa0aUbQF/cGCI71yznp2XuHPmanhzW6qmiLo/UyB5DlVNrohycXFxcXG5TFBkuWogsewKtYpAIFFd4C27rRB8a3KOvz4+Rs6yl93+ynCAD29ov6wc905nXDP49Ilpvj6RrtlPZikapRLdUpZmqUjOqJAXOqq0wtDVJUzWtDhY1DhcqnC0rHO0pNFf1pgy6jMUudBojqC/otNf0YEzrb4bPArbwgGuiQRpkAxMVOr1AxCiWgknzf9XfXHxbeG5yjkHkKSFUauLgSRJ/FFXE31BH394YIhKjfmuOYLf2z/Iz6/dSKvv8nwgshgvSUWJqjJ560wJaQpB0V7+t24xXBHl4uLi4uJymdAejBFSvUxV8jQHlna8c4SgYBo0ByK0h5ZO05nSTf7yyAg/Ty/f8ymmKvzXvlbe3JasS5xdakzqJv9neIqvjacxVmCupWLTJeXokbOEpOdSHPOGRsjjpW2Zc3ypkjYsni2U2VMos7dQZl+hwtgyzm6XExnT5qG54nORCHkbHl+ZgqXTJJdJSWU80sL4jEdWcBCn5JNfVVElCU1UH2GcPfMt4aBIMv75KHHe0Ej6grQFL5158ZJUjG9cvY437R2oGXWdMSz+6MAw37lm/WVb01gLnyzzkmSMb08tTN8r1vHAaDFcEeXi4uLi4nKZsDPVSUsgwlgpR9HUl7Quz+oVAorK+mgjPeHFHbXumc7yviMjzNWxmHhdc4K/Wd9Go7e+dMJLiYxp8anhKb4yNou2gshTCJ0+OUuHlEOVzvycYVsUTJ2ucIJbLlLPo5XgCMHRssYT2RJP5Uo8nS8xVKltOvB8xlSCnCDICSeBhCAplWmVCrRKRXxS9T4wHRsFGUWVsYSDX1EJe/xotoXp2HhPq0kUQmA5NkHVS4M/SMUy0WyLxkCEGy6QvXy93BgP8/Wr+nj9nv6aEaknciU+c2KKP+tZ3sL8cuJFyWhNEbXSFN7TcUWUi4uLi4vLZYJXUbitdR0TlTwnill6F7GRLpg6E5U8vZEkL27fULP+o2jZfODYKN+qo7i6N+DlYxs7eWHDhev35AjB/swED04OMFKaw3IEEY+P6xo7eWFLH1Gvf9HP2o7DvrkJHpzoZ6iY54AZ5pAVxViBW0SCEr7yIH0+k6S60IrZsG0GCxmaAxGub+oi4VvartkRgv1zEzw4UT0ew7YpW9WIT0D1oMoyKX+Im5t6uKGpG59y7ks0Iappbg9mCjySLfJYtkjGXP2T9+cjAolZEWJWhNgnBBEnSztZjNIUKX+IvKkxVS6Q0cp4ZBlJqlqay0inmgiXbRNVVgh7fChIDBYytAWj3NLcS1BdmBo3Wc7zwEQ/++YmKFsmPkVlY7SR29vW0xqI8PjMMI9ODZHRy0hINAfCvKC5l52pzlW5bEJ1LhzMTvHARD8ninNcp3p50GiklnX/J4emeEVTnPXBxe+xy42b4rVrvVbyQOVsXBHl4uLi4uJyGfHK7isYKKR5QgzTn08T9fqIewOosozp2KS1Mppt0R1u4CXtm7i5qWfBdzyTL/OOg0PLRiEUCd7R2cRf9LQQUC5cbcdkOc9nDz5CfyFNWitRNA0EAo+ssDczzg+G9/Pa3qt4SfumBQJxtJTlswcfYbCQ4bgZZFztwJbrbzb8G6kY7+puYiI7zDcHhhgqFJnTyyR9QXyKiiMEWaNCVtdoCoS5JtnGm9Yt3WLm7OOZ0ysUTX0+XaxKQPUQ9wbYPTvKtwf38NZNN3D1Ch0VoSqOH5grcF+6wH2Z/AVPzYsqEo5dwbE1FGESlMEvCxThYNoamqkRUVW6w1He2HcNDb4AiiSdkrc2YDkCUwh0x6FsO5Qdh7zlULBsMqZFxrSYNSymDJNJ3awZUVkVkkRBSXCYBFK4jZgxQUKZxDJ1NNNCAuT5ptZFR0eWZJifl35FRZVkjufTtAWj7Ex18treq874estx+Nfju3hg4jgZvcycXplPA5TYlx7nh8P7KVsGYY+PrFFBs6s1aEHVw9MzI7SFYvzh5pvYFG9a0WHNakU+c+ARjudnSGslCvP3U8pXYda70F7eEIK/PjbG169et9ozecnR6vPS5FWZXsO6PldEubi4uLi4XEaossyfbLuVr/l28fDUAGmtzIxWwhYOqiQT9wVI+cK8rHMzr+6+4gyRIYTWB3f8AAAgAElEQVTgCyMz/N3AONYy684tIT//sKWLqyPnvyHm6UxXCnx0z70cyk5RtHSSvhBNgTCyJFGxTNJ6malKgbJlotsWr+x+zj56vJTjo3vuZXe+zKjag+6tL3ImA69pTvAn3c1sCs0/fY9uJah6+M7gPqa0AnN6GdOxkZGIeH1sijexM9XB3RuvJ+RZvBD/jOMxdYKqF1s41QCAmPcpEAIhquYE05Ui05Ui/2f/g7x7261sTy0vpCZ1k5/O5vjZTI5HskXMFdR6rQQJaPd76A346An46PJ76fR7afd7afF5aPaqeGWZp2dG+NrxXUyU82T0Msa8TXiD6qUhGGJrIsHbN91I0n/uTnBCCDKmzQnNYLiiM1DROVAo8WgmTdZWEas0dhCyj6y/h5zopDkwS7h8HMMqo1vWqVopECiSjCxLBBQPIY+XrnCCG5u7ecuG686IJjpC8PlDj/LgZD+jpSxRj5+OUAyvomA5DmPlHJOFAgKBT1FZF0nR4fEB1drGiUqeaa3Ix/fdz3uvvL1uIZXWSnzk2Xs5mJ0kZ2gk/UH6Ag3V+8nO8bSdpaTEF3zu3kyBx7JFbrpMjWNqsTHoZ9pY6NK3WlwR5eLi4uLicpnhVRTu3nQ9d3Vv46HJAY7mZtBti6Dq4cqGVl7Q3LugXiprWvzp4RP8bHZp8wgZeHd3M+/pacYnX3hnsS8eeYLDuWlMx2ZjrPEMdzOPVyHq9ZPVKwwW0nxncC9bEy2sj6YQQvAPB5/kl+UIc76+uvYlA7/ZnOA9PS30BRdGq+5o28DNzb08Pj3MrtkRiqaBR1boiSS4rXV9XU1Uv3TkSY7kpjEcm/WxJEeys1RsE0WSCSrV/kam46DZJnlTYkM0RcHS6S+k+ecjj/Gx2F01a9/GNYN7ZrLcM53l6Xy5ruOtFwnoCXjZGg6wKeRnU8jPxqCf3oAPfx0RyWsbO7k62cbu2VGenDlBVq+gyDJtwRi3ta6jN7J4jd6KxypJJL0qSa/K9mhV8H/6wENMa0fImwbJcAtFKcic8JMRQUqszHlOSAqTSjNKJEWHM01SH6Zi6hRMnYjHx87GDpr8EbyKwvpoitta1tEYWCg87hs/xiNTg4yWcvRGGhak+ZUtE4lqlEsSoNkmSX/1eJKKSoMvwFg5R39+ls8fepSPXn9XXal9Xz76JIeyU1Rsk02xRpTT7mmPrHCjSHOfFcGRFn7Xp4annlciqivghdrtslaFK6JcXFxcXFwuU1L+EK/puXLZ7Q4UK/z+vkGGtaXT93oDXj6zpfui9YoZLGQ4kp0mZ1TYHGta1B467gtQsU1mtCL3jh+jL5Lk4/1DfL3YgFVnzUjCzvD7rRH+cuvCdKbT8Skqt7Wu47bWlac2DRUyHM5OMadX2BJvImtU0OdTtHzycw1iPbKMIxQMxyatl+kKx6lYJlOVIo9MDfLSjs0A5C2be6azfHsqw+PZUp1G98vTF/CxIxrk6kiQqyIBtoUD59ww2CMr3NDUzQ1NS5/ftWamUuSZ2TFmtRKb4o14ZJMkObqp9j07lM8xZQcwvSl0TxIh1yeqbBSG5VZCgSRXhSdJVaaxHJst8WbeufWWJT8rhOC+ieNMlvO0B6MLBFRGL2PYFrIkEVC8VGyTjF6mJRA91ZdKkiTagzGO5WcZL+d5avYEL1jGzGS8lGN/ZpKMXmZzvOkMAXWSoGSxQZnjiJNa8N59mQL9ZY11z5PaqLU2xHFFlIuLi4uLy/OY707N8ReHTyxbN/Km1gY+tL6d0Dkuns+FhycHSOtlEr5gzQXf6SR9IY7mZrhveorvFY/yTKECLD/2lFRivZhkujzG4Fwbur19TUwcavHI1CBpvVyt+5HlU6lt3tME1Ek8skLJMsgaGu1CkPKHmKoUeXBigFCona9PZPjJTPacCuEBPJLE9miQG2Ihro+F2BkL0eB5/iwHq+e8RNTrxyOfOR9020I3i6hmhrg9g9BksgQR/nZ0XwtWHfOnhJfH7C56vEGk/EF2z46SMyrEvIFFP3MsP8tQYQ7DsYnVMEQ5OS98sooiy8iOhG7bZI3KqWgUVIVUyhcirZd4eHJwWRH18NQgGaNE3FetmVyMPinDAHHMGrLgW5NzvL+vdcn9XC6E17iu8/lz17i4uLi4uLicwhaCD/dP8NmR6SW3i6oyn9jUxV1NC+siLjTVWieDphrpUGejygoFfzf3212IQmXZ7SPobJWnaZKrqW+zkkTR0skZFZqW6bm1WiYrBSqWQeN87Y9u29jCISAtXH7JkjRvWuBULbTVAJNKmG8WU3zp2f5Vj0ECrooEuDUR4YWJCNfGQgQvoEnIhWaqUqBimTXdG3XbwnYEiiQhSRISAr+VxVsusN6TYdD0MSGnsDzLpxsOkSIQupoOa5xZrbSkiJqenwcRj2+BeHaEwLBtbCFO9V1TZQVHOKeilqcT8fqYqBSYrhQWvHc2J2sHG5ZxjlQlQbeU47hILnjvnuns80ZEqWvc184VUS4uLi4uLs8zipbNOw4O84tlmudujwT5wrZuugL1u9edT07GWJZb6hSEl2fsFnJLLFxP4sVikzxLt5Tj9DXUyf91zpMJA1TTuARwcseijgQ8Qw5xkDYmnTiOf3ViJ64qvCgZ5cUNEW5viJL0/uos905ez1pz6Lmzv/BdCUHUnqVSHELyxCj5eyl7GmGJhXdFifG08DOqmaxbojzOFvVc+cXGWpt65q0jqs4l9UiHLjnHcXuhiBqo6AxXdLovkd+Ic8Fa43v9V+eucnFxcXFx+RVgXDP43X0DHChqS273to4Uf72uDe9FMI9YjIZ5G/HSvM3z2QgBQyLOQacRZ9meT4IeKcsmeRavdGZDTdOxsRwHr6wu2W/qXDl5POX5KIRXVpAlCVuIM56KC0BT4uQCHVjexlXtq93n4eWNMV6einFDLIwqr+1T98uF0+dQ3HemyH7u/DsIIZDm/1+WVLyKcup9ycqTqhygWPFRDG7E8CysFzpJRfLxp8fS/CiapMNfu76qwRfEr6jMasVT+z2JLFX7TcnzphKKJGE7DqosL0hHBChbBn5FXbYv2dnnYrl57kfHYxcxlYVR4CdzpeeFiCqeQ2PdWlw6v5wuLi4uLi4u58ShYoU7dx9bUkAFZJnPbe3m7zZ0XFICCuCmpm6SvhBprbzgSbsuFJ5y2tnvNC8roGJUuFUZ5kpleoGAAkhrZeK+ANc2dtZshrpW3NTUc8bxJHxBvLJyyvJbABW1ganQDmbC21csoJq8Km/vSPHjHRt4+qat/N2GDl6QiPzKCiiAm5p7aPAFyeqVqpX8afgVlaDqRZFkrPm0SUWSCXt8p4TJyesjhECYeZrKe7mKE/hYvL/QpGHxxj0DFKzajYy3xJtpC8UAiZK10Nwl4QviVar7dYTAEg4eWV0gAgFmtTINviA3N/fUdS6S/iBzemXZyNWcXiEqaqcI7i8uny57OTBjrG3PNDcS5eLi4uJyWVO2DB6fHma4OIflOEQ8Pq5t7GRdJLmg/uD5RtE0+Lf+3TyTHmPMUnna6cBcoji+y+/lK1f2sjW8fBrcahFCcDQ3w+70KAVTxyMr9EYauKGxm4C6tDvWlngzPZEEk5U8Y6UcHaEYkiSREX522W1oLP15FYekMUSbmCUajFIrkalo6qT1MuujSW5fhePeStgcbzrjeFoCYSZlFd3WKUhRSsH1GGpsRd8ZkCV+ozHOSxJ+bG2KOWOMZyfHGMuGubm5h9QKey9plsW3B/fwxMwwZcsgqHq5obGL1/Veg1+9OMtEIQSDhQxPzZwgb+qokkxHOMZNTT2EPT7Gilm+enwXw4UMtnBo8IV4be9VXN/URVc4weZ4M1OVAiPFLC3BCBOlPEXTwEbgCAeJqoW4EBDyeEnOR3WCqpeg6kWzTAqWjldWiHr8dKsVWsQQzzotTIva9XpHyxp/fvgE/7ytZ8HvjirL3NrSx3Ahw0gpx/po8owoU9IXZLpSRLctLKtqo69IEhPlajquT1FIeIPkjAqWY9PkD9clotZFkqyPNjJZLjBaytIZitf8TTzpBNkcsUnX+J7Bsr7g+gwVMzw5Xfv6XKqMLuNOulJcEeXi4uLiclli2DbfGdrDQxMDTGtFiqaOQzVl5ycjB+mLpHj9umvYHG++2ENdcxzH4SN77uWno4fIGxolpYFi9Bqo0evlJDfFQ3xxW+95rY/Zl5ng3weeZbCQYU4vY4hqzCji8fPvgT3c3rqO1/RctahTmCRJ/N7G65mplDiWn6G/kMbw9zAgtyGWqey4NRHmHa0BvnbkGMfzJoOFDCl/6FQxv25bpLUSc4ZGdzjOr7dvYlOsvoalq0WSJO7eeD2zWomjuRmGS1n8/gamgm1oS6SI1eKKcIDfbUtya8zLD4ee5ftHx8joZbR584GA4uH7Q/vYnmrnTet3Lmsm4DgOnz74MN8b2nfKel3MN5F9aHKALx55gtf0XMm7t96CfAEjlsfzs3zj+G6O5WfI6BVMx0YCwh4f3zi2m8lKgVm9RNkyseYjTQoSvxw/Qlc4wV9d/SLevOFahgtzPDY9yFAhAzxXY3R6PEaRJDyScmrhLxDEvH7SegnhVNNHox4fjhD4JJtrxDB77AamlNpGCz+ayfG96Sy/2ZxY8N5LOzazLzOBMXOCY7lZUv4QDb4gqiyjyjIRj4+CqWM5VfMRRwiKln4q/W9QZFBlma2JFn53w7V1RVAlSeItG69jspznSG6a/nyaxkCIiMePLEkYtkVaL5PRy3SE4qxLJDk4t/B7Jk+L4PTnZ/lG/zMczc2QmW9ALVEVo98e2MstLb38dt81583x8lw4fpYYPFckcR4LKi8WkiTt2rFjx45du3Zd7KG4uLi4uJwHDNvmUwce5InpE4yVc/gVlbi3ujDQbIs5vUJA9dATbuCPt76AHamOiz3kNcNxHN716Hd5bHqIomlg+VqoRK+BRXoqAbyhtYGPbjy/6XtPTA/zhUOPMlycQ7MtEr4AfkXFFoKcUUG3bTpCMW5u7uWdW29Z0nL5cHaKTx14lIe1GNPy0k5pAVnmb9a38Za2auRxX2aCzx16hKlygbRepmKbSIAsyTT4giR9QV7asYnf6du+rI36WnEkO80nDzzKE1qYSSm5pFnB6XgkiVc2xXlre4rt0SBTlQIf23sfR7LTZPQyMa+fkKe6mC6aOnlDJ+UPsSXezPuuvoOUf3GXw/c/+WP+Y/QwJUsHAR5FqdblIDBtGyQIqT5e0r6Jj97wijU5D8uxNzPOpw88zFAhQ8nSSfiCBBQVRwjSWpmJSgEhHBxAlWS889EcSzhYjoMiyyS8Af5m+0v5wuFHOZidOiW0aiEDDb4QkkS10S2C8Hw0Km9oxLx+CqZB2TaQ50V8whck5+umn9oCvNmr8tiNW2s6IBZNnc8efIQ9maqjX86onNqvX1aZ08vojn1KzJ6NX/WwI9nOJ2581bIi+XSO52f5zIGHGCvlmNXKC44n5Q9yS0sfL2y/mjuePrrg870BL4/duJX9mQk+feAhBgsZimddn5yhUbFMWkMxdqY6+Isrb7+khFTasNj2yP6Fr//hG7GOHdothNi50u+8dI7OxcXFxcWlTv5t4BmemB5mvJynN5JY8FS2ORBhspznWH6Gfzr8GP9jx0tpCS5hn3UZ8Q/7HzwloKRAJ5XwFUsuyl+ZkPjkps7zmto4UszyxSOPczw/S9TrpyfSgHza/lL+ECXTYLg4xyNTg7QEIvzOuu2Lfl8y2MCgbyvTxtK1GFdHAnx2a/cZzUCvbGjlo9ffxSOTgzww2c90pYAQ4FdVrm/s5vbWdfRElrewXiscIdhVVnjAWUdWrl0zczZRRebujkZ+vz1Fs6+awmg5Dp868BAH5yYxHJvN8aYzhGiDL4jp2AwX5tg/N8FnDjzMX+946RnX4SRfOfIkPxs9TNHU8SsqfkU9Y34IRaDZFkVT5xdjR9h4OMVbN994jmdiaWa1Ep87+CjHcjMEVA9b4s1njH2oMIcQAoeq+PEqCgHlufTOk5GbjF7mvU/+AET1tYDiQQiBzUkxJaEiYTkOFg5ly2BLvJmwx4csSXSG49zeup6rGlrZPTvK/RP9TJTz1WiUorAj1cltLX18YVLjaxOZBccxZVh8bTzN2zsX1reFPT7ee9Ud7M9McN/EcfbPTWI71XGNl3M4BJAEBD1ecqaG5VRTDz2yQtTro2jqzFSKfPbgI3zwml+r+55eH03xv667k8emhnhgop/x+ePxKgo7Uh3c0bqe9dEUJxZJdzOFIK2V+OzBRziam8GvqguuT9IfomKZDBUzPD0zwlePPc3bz/OcWQm78qWar/tkaYlqt6VxRZSLi4uLy2VF3tB4aHKA0VKOddFkzTobWZJoDUY5UcoyVspx7/gx3rh+xQ8aLzkM2+JHIwerxemBDvJLCSjhECzsY84WSNLV53Vcvxw7ykQpT1D10rqIWA15vHRHEgwV5nhgop+7urfVTEk6XtZ4456BRRd0J3lHZyPv72utGV2LeHy8rHMzL+vcjGHbWMImoHgueI3cYFnnPUdO8Fi29gLubJq8Ku/obOLNbckFTY93z44ykE9Tsgw2xFIoNSKPJ+vPjuZnOJabZX9mgquSbWds4zgO3xrcQ8ky8ClKzftHkiQCqgeBoGQZfGdoL3dvvP68pvXdN36M8XIOVZZpD0bPuFZzeoWSZeAgUE5Gy+ab055cyMuSRET1VSMi8ymOEY8Xr/zcUldwZpVcwdSwhUPCG+CTN70ar6KcUav04vaNvLh9Y8059OGIw1O5MkfLC01cvjI2y9s6UjXnmyxJXJVs46pkG7bjoNkWu2ZH+MeDj1C2TDbEU8iSRIcQOPPJhzLVvlaW43A0N8Ph7DSHs9NsSdSfqhxUvUseD7BoI2evJHP/RD9j5RyKLNMejNU8toDqoS+S5Fhulsenh3hNz5UrrtE7XzwyV6z5elCRqe/uXMilZcvj4uLi4uKyDA9PDTKrlQh5vEsaFUiSRJM/TEYv8+jUUM3GlZcb3x/eT0YvY3iaKSwhoCRhkyztQ9ZGGShk2JMeP29jKpkGT8wMk9HLyzbJDale/IrKjFbksamhBe/vzpW4a9exJQVUTFX46pW9/M369rrSE72KQlD1XlABJYTgy2OzvOipw3UJqJRH5UPr23jixq28o6tpgYACeGCyn7ReJuUP1RRQJ1FkmZQvRFovcf/E8QXv3z/Zz+R8JOL0SE4tAooHRwgmywXurfFda4Xp2DwyNUhaL9McCC+4VmOl3ClDCFmuCgpHVD93OtJ8w+KTqGctc8+eAQHFi+k47JkbpzhvglKLWnPIr8h8aENbze37KzoH6nC0U2SZkMfLw5ODpLUSjYHQqfFLkoQiySiSfGq/qiyT9AdJa7Wvbb0sdk+kjdq/kVFV5uHJgVP3+FL3kk9RiXp9pLUyD00OrHqMa81/Zmr3zAudQ+NpV0S5uLi4uFxWDOTTFEydeB2NVgOqB0WSmTMqjJeXbjx7OfBseoySHEOLbV+0BkoSFo2lPYTsDKokYzgWT8wMn7cxjZay5AwNr6LWVQOR8AbImzoDhTNToR6eK/C6Pf3MLWITDbA15Ofn127kJamVOdpdSNKGxe/uG+T9R0epLPJk/yQhReZ9vS08ceMW/qCzicAiCzohxPy810jUMe/jvgB5Q1twjgGenhnBcGxUWV5WWErzPYwMx2bX7Miy+10t05Uiab0MUDM6WbaM+TS++agTUjVFr0Zd/+m1/st1BaqeA9Bsi93plR/fbYkIW0O1+y89tEjk42wcIRgsZur+TYt7A+TN2tf2XBmq1DZeSKhS1WwDQXAZ4Q3VMRZMjf787FoPcVUcKWmLmkqEazywqBc3nc/FxcXF5bLCcCwc4aDUGVlQ5GoTS+N5EIkaN2UKkaUFVFNpDz67KhglqeowVrHWtj/K6ZzsbbPi6+E8dz3uS+e5e//goulEAHc2xvjUli5CyuoXPeeb3bkSbzswxLi+/Pl+Q2sD7+9tpcm3/KJUUI26CEHNGqezkaVqytvp5/gkz7nw1YdE1bVOO4/3z3JzSFB7XtR6XTo56etEmhdkZXPl94gkSbyiKc7BwckF79XbW8l07GqUTarv2iqSjBC1r+25sm+RMXf4VCaEOCMqthSKJM/f4/XVAJ5vvj9Vw3IQ2BLykz+HCLUbiXJxcXFxuawIe3x4TmtYuhRCCAzbxiPLl3T/kno4UdF5wGgCufbzz6qAevaUgAJw5hfdyRU4ea2UsMeLR1aqrmJ1LF71+esRUqvX48FMgd9bRkD9SVcT/7yt55IWUN+cSPPqZ44vK6CuDAf4yc4N/P3mrroEFFSvYVD1osxHhZajOueVU+f4dOK+QFVk1Sk0HCGQkeqKkqyWsOrFI8nzgmLhuGRJrin6ajnYnS6sllvkCiGqxyfJSzoZLsU1kdr31lidPYm8soJPUZGQMOzlr61uW6iyQug8NIl+Ils7enZlJIgqKxh27etzNrpj4ZEVIpfAb64tBN+arB21u7Mxfk7f7YooFxcXF5fLiu3JdhK+AGmtvOyiPT9f59AZStB2Gbvz5S2b/7J3kIqoLSIkYdNU2ovPLpx6zXKqvWaCqpeXdW4+b2Prmj+3iiRRtJZeOAohSOtlEr4gO5LtPJUr8ZZ9g+iLCCgZ+NjGDj6wrq2up/QXAyEEHx2Y4M8Oj2AsMR/9ssR/X9fGT3duZEd05cX225PtNHgDp9LelqJ6jgNsT7YveO/Ozq0EFA+2cLCXsP8GTm3jVzzc2bllxWOul5Q/RE8kiV/xkDMWGjUkvAEkJOx5gVQVPhKeGjVxpwur5aImhmMjSZDwBbipuXt1Y1+k71rRXi6ZsIokSVwz/5uWqePaZuav7Y7k2rZtGNcMDpYWnnuA2xsS9EWSBFUPuWUcMwHSWpn4IvPvQvOL2TxjizzYeE3zuYkoN53PxcXFxeWyYnuyg7ZgjLFS/lShfS1sx2GynKc5EOX2tnUX3JltrbCF4I8PDtd0AQNAODSW9uGzc8+9JKqual5ZYUeyfdVP2etBkWVe2NpHf2GWiXKeYDS5qPHBrFZClWQ6Q3F8vgS//cxxKk7txaYCvK8zzGuaIudt7OeKLQTvOzJS0+r6dK6KBPjHLd1sWKR+ph5ub1vP/RPHOZabIeENLGqqUrYMckaFjdEmbm9dt+D9vmjy/7P33mFypOW99v1WVVfnmenpydLMaEZZWml3tUmLtIm4iwOYZAyO2ERjsI0Pxh/+zjk2to+xOTbgQLIB82GCDSxgDCbtLpuTwkpaxcl5pqd7Oofqqnq/P6pnNNJ0z4ykmdUurvu69hKq+FZo8T71PM/vx46GFp6KjZIzDcKad8lvw5YS07bIW2VUobCtvokt9Usluy9GSsnZVIzZotM/06D7MaVNplxCEYJGPUDOLJE3y+iqhk/RyFtlLGnTHYoQ9QaZKqQJe7wXyLdvDDYwlc9gSKsi+y0qQdSFHxVM28aS50sV81aZoKZjS7kQMAoEquKUxBWsMrqisbOhhcdnhhfUDS/FDsFY5gPA6eQ0s8UcAkGTL8i2+uaq/w7d0baZh6cG6EvHafD68NXoO8qVDdLlItsDLdze3rvqMS5mIpdiODtH2bao033sbGjFq2p8eyZZdftun05XwMud7Zt5dm6K8Xyq8nyW3vtsuUTKKJA3DSK6n5uauy5rjGvJJ0dnqi6/sS5wgTXC5eAGUS4uLi4uLyg0ReE1PXuJFbP0p+OUbYsmX3BhQiWlJGsaTObThD0+dja0cFvr5U04ng/89eAUP4rXEMWQkkjuWXzW+Zp/wzYpmE6/RKM3wHt237buY7yrfQuPTg+RN8cZSMdpD9QRXKT+VbYtYoUcKaPI5rooL+3cw5uPD5CsISIhpM12e5BHhrOcnAxwc0sX93TufF5lE03b5k1HTvJgevnelHd1tvCB3rYrNjruCTdyoK2HvFVmIJOgPRCmQfcvZOhsKZkrFZgqZOgMRrizYwsdweoCHL+z+zbe8+i9JEp5MuUSfs2DR1ExbRvDtjAsE7tSGCeEQAJf6jvEPZ07iVQpDbVsm/sn+7h/oo/h7BxZs0iqVCRnGggh8CkadqWvShMKnkpZomnbeFWNeo+PsO5jrpKJOZeKsSFYT9jjBHg+TaPJF2CqkMVGIpALRrvg/OZLlkXBKuNVNaLeAGmjQNYsU7YLIM9npWQlyLJwslkCmMyn+diJB1GEIOTxsqexnbs37mBXpG3F5zJcQ4whXpjjQ0eeomg5WRC/6qErFOGuji3c1b71giBxW30z+1s2kTfLDKSdZ1u/6Nla0mauVGC6kKErGOFlG7bT4r+0jwtH4+N8f+wMp+amyJoGUko8ikqLP8StLT38a7x66d0rKiIu+1s28cBkP3nToC8dpyNQR9jjxbAtpgtZ5kp58mYZ07bwaR6mC1k+ffox7uncyZa6pksa61rxZDLL46nq6pi/uuHKxyRWU7/8QkMIcWjfvn37Dh06dLWH4uLi4uKyTvxg7Axf6jvEdCFDyiji0zwoQlCyTASCZn+IXQ2t/O41txN9nniVXCo/nE3xK8cHa673Z0+j5QcQotIgj0RKR8K40RvgL276GW5re24CyJlChr898SBnkjPMFrNIHLljW0oKZpkGr582f5g3bbmRv5uGJ2tMbpA23cYZIjKNYVsULZNGr5/uUCO/s/sgOxpW742zXpQti1c/dZhDhdo9Taq0uDuU4+PX7yfoWZv+FcOy+PTpx3h0epDpQoaCVV5Qs8uVDYIenVZ/mNvbevnN7fsvmKhfzPdGT/KhIz8iZRQqvThO0LR4VqgKpxfKo6g0+YJsrWvmd/fczsbg+TIow7L4xKlHeGx6iKlChpJVpmiZlCyLsrQqIg+Lsy+L/y5RFQWPUAloHjRFpVwxmNVVFQn4VM35MGKUKFWyYyArQhTO9dlSOt5WqsamcCOfPvgGPnTkh/xw/BkOBDUAACAASURBVAzmMiWLAqjX/dTpXryKhiVtsmWDsO6l3V/Hm7bs4xUbly+F/cMzo/zLRHzJ8kh5gmipr9KXJsmVDTRFpc0f5uaWLn5718EL1CxLlsknTj3CEzMjzBQyFC1zIduYLxsEKs/2xR1b+fWtN6FeQlD+zaHjfGPoGJP5DFmzRFhzjIWLlolpW3j87ZzStlbd9z/3beWGeuffz5RR4G+PP8izc1PEilkKlkHeLFO2LSzbEQbRFJWQR0cgqNd9bAjW85btt3CgtWfV410rXn+0r6pKYrOu8fStu/AqCjfccAOHDx8+LKW8ZCNBNxPl4uLi4vKC5OUbt9MdivDD8bMciY+RLRtInK+rGwL13Nbey0s6tlaVTH4hMFkyeO/pkZrr74l48WoaR+0ABbOMxBEgCGk6+1s28a5dB+itiz5n423xh/ngdS/lx+PneHBqgKlCmrJtoeB83b+xuZOXbtjGZ6eKPJmqIX0sJdcr42wMKoAzUTcsk8l8hlPJaT5+4iH+eN/Lr3pG6reOHl02gPJKg9b8MRKmwidOWbxvz51rUk6qqyrv2nWA66Id3DfRR196lpJVBgQbAvVsr2/hzo4t3NrSveL57uncRXeokU+dfoyHpwbJlIsLIhKaEDR4A3SHGgjrPgpmmYl8imNzE3z0+IP8z30vp053SqE+f+5JHp4aYCKfpj0QZqaQJW+WEUBQ1SlYZUxpoyBQBEgEVkWJz6d4oGIia0lJqy9AslSoBE8emn1BTOmU73WHGrm+aQO2LXlkZpCBShZaAppQaPIFednG7bxz5wGeiY+TLhcIaV5MaVGqZNbm4zcpnZBRQeARCptCjQsBp2nbzBZz9KVn+VLfYep1P/tbqvdLmbbke7Opquta1DJb61suyIClyyVGc0nMaRu/6uGduw4sbO9VNd696zaujw5y/0QfA5lZipUPQhsC9eyMtPLi9q3c1Nx5Se/S/RN9fH3wGAOZOE2+IJ2h+gvKbQtmmUet6qWaWwNe9tWdzzzW637+6LqXcN/EOb43eorHZoaxbBsFhaDuIaL7afIFCeteTNtippDlbCrGP59+nHqPj2sa21c97ivlJ4lMTZn5t25sxrsGxtFuEOXi4uLi8oJle0ML2xtaSJTyjOdSlG2LsMdLbzh6SV9qn2/YUvLukyMkytXL3fbXB/nU3s3oyk6m8xmeiA2TLRtEvD4OtvYS1q+s1v9yCXm8vGrTNfxM1y7607NkK31ZncEGGrx+/mMmyWfHa3vHXKtOs1G5sLleVzW6Qg2MZJMMZ+f4z5GTvHXH/vW+lJp8dXyS76drqwTWUeQWbQwlFKAvPcvR+Dgn5qbYs0YTSEUIDrb1cqC1h/F8qtJzA82+UM3yvVrsirTxf295Fb/32Dd5bGaIgKbToPuIeAPoi5QQ/ZqHnnCUgXSc/kyc+ybO8epNexjJzvHI1CBjuRSb66LkzTLZskHZtglqHkq2uRCs2JUsKTgZLltKDGk7PVmYFC2TZKnA5nCU/kycBt3Hz3XvZnt9C5qisCFQv5BRfi+3c3JuilNz05jSpiNQx4HWHhRFwbRt7h0+znB2ju5wA1FfkHy5TKpcxJY2WaNEqlzEko7wStE2iRVztAec8jhNUWgLhNEUheHsHN8cOs7NzV1VhU2+O5tipqpBraTbU74g2BHCycx4VZX+dJzHZ4a5u3MnPeHGhW00ReGO9s3c3tbLaC5JopR3nq0/fFkfDgzL4lvDxxnKOiWC1Uoxs0o9eaoLLPzGhqYlAZtX1bincyfjuRSnkjP4VI12fx1+zXPBO6MpKh3BepR8hpFcknuHjrM70vac9KaatuR/9Y1XXdegqfzGGpTygRtEubi4uLj8FNDoDdC4jjLezzWfGYvxSA254Xavh89cs2mhx6Y1EObnu695Loe3IpqisL2h5YJlkyWD/3GmtqHpZjFLl1L9q74QgvZAmLOpWZ6KjfDG3uuuSqA4VjT4wLkpLixPO089BfarY+jCBtUpgZst5nhgsm/Ngqh5hBBsDDZcUFp3ORyNjzNbyhHQPGyrXzppnkcRgrZAmLFcioemBvjZrt38ZLJ/QQnQp2qM5pIYtoW3Mpmel8RWhQApKv1MzrGkdLIzZdtCV1SyplMaVrRNWvxh4qU8Z5Ix3th7fdUx7Yq0Ve1ZeiYxwXguhZRy4d+EgMdDwOPBlpKTpWnKto1f1UBAwTRJlPK0+cMsPk3UGyBWzDGaTXIiMcneaMcF57Gk5G+GlvpDAURFAa+o/gHEp3qIeAPES8570RO+eck2Qgi6QhG6QpGqx1gth2ZHmcxnUER1iXpbwrN2S5U9odGj8ovtjVXXZcolnoyNkDMNttRFlzXZbvGHOJWc5lx6lqFsgp7w+mfHPzc+y+kaSoPv6mohfAUGu4t54X6mc3FxcXFx+SlkMF/i/wxMVl2nCvjkrm6a9dX5Cz1fkFLyP86M1RSSqLfm2Kks7StZjK5qBDQPc6UCJ5PT6zHMZZFS8nunRyjI6kFGmNL5AKpCo9dP0ihwPDG5Kg+tq8HxxCTJUoFGb2DFLMG8N9FUIcNwNsGxRfua0iZvOkp7mlAwpb3Q/VTtuPNeVaZtIypKe2XbIl0uUV8pIRzKJphbhaT2Yo4lJmpeT940MGwTgaMqOV/WVrJM8hfJ8wshaPT6mTPyPJOYWHKe5Sbq3aK60t08jd4AcyXnvVhPjiUmSRq1n+2AjJChuqDEOztbavqynUnOkDQK+FRt2QAKWAjgkkaBY/H1vV5w/Ln+crD6edp0D7+5ce1ELtwgysXFxcXF5XmCE2yM1jSe/YNNbdzSsH5y5evFt2PJmgqDuiyy1R5mNVU+uqpVJuurMzJdS74xPVezx8KLyS0XBVDAggy0adsUrOVNeK8WOdPAlPYFpVi1EEKgV1T88maZvGlgSgtdVbGkXVG+ExdO2Fd4sPPmuIpwhFEs217wgLLsS3/W+WWuxxnjhUGdkxWTWFWCXF3RFoLDxfTni/x5f/WJuh+DdpGpuu78cdXn5D3OmwambV+gZDhPRuqcsasHFE0ehd/cWFvSPrfMcavhvDMWeWt9r3f+389cDY+uD25uX1PDbjeIcnFxcXFxeZ5w70ySh2uU8d1UF+Q93Vdfme5SyVkW/7tv6Zd8cCYhm81BkKsLMEzbQhUCfYWv32tN0bL58xrZQYHkRnUcv1jaGzM/aVeEwKs8PzsovKqGUhF3WA2mtJ1noKh4VQ1VOH1ICgpCUFGIXBSQrDIDJysqfvNBjVkx1L3U++ZTPag1rkcR58e4cF4kQlC158mSNirKBdmWnGXx1hNDNf3NtogYygofBEzbRkWgr/M74VM1515cpFBoScERqx27Rhjw2xsjBNTaIYK3xnFrYUobRSjrfr1fmIhzX6J6AHtLfZDXtV5ZeeTFuEGUi4uLi4vL84CcZfGh/urBhk8RfGxnl9Nb8gLjU6MxJkvVg6Q3tQbZ4LEcRbYVJtuOmadB2ONl63PsO/OVqQQTNa5hmzJLo6he1pUsFQjrXjbXNT1vhU621jdRp/tWVTZXNMuYtk3EG6ArFGFrXRN1Hh9Jo4BHURYCMqsiPy5wBPGqPdt5WXJNKJXeKBuPohDy6GRNA4+i0OoPX7I9wZa6porn1NLr8auOjLot5QX/eRQVfxWD27lSnjrdx9Z6530zbcf4+mSNMr6AnSFgVO+TWkzSKFCn+9i2CgPjK2FL5dkmL7oXJ+1mUlTvKWwWBd6ycfn+vS11UcIeH7mysWLwLaUkaRSoX3Qf14OzuSL/u4aYhCbgL7dtXHNRi+fnL9rFxcXFxeW/GZ9eJth436Y2egPVexfWkpJlMlvMMVvMUbar9y+tlrxp0JdJ8o8jM1XXbw14+bPtvXSFImiKWnXSu5hYMUud7uPaaMclG41eCVJK/mksVnVdiCJbRGLJckvaFEyD6UKGqB7gzvbNqz5f0SwTK2RJlPIrTlANy1p4Xo7X0+qZLWY5OTdFmz9Msy+IYVlky9WNY8G5D9OFLI3eALe2dOPXPNzZvoWoL0CskCNvGgueUkXLXDBzVYTAppLxWThWRWJc4Jj8ShshnCxSSPMyU8gQ9Qa5o31z1QzRcuxv6abVF8KwLTKV65kXsLCkTb3Hh66olCyTolVGV1QiegD1ovRR2ihi2pI2f5ibmrqwpeQPzozy/dkaZakC9jBJvJhbeG62lBiW6ZgXVwLJeQn1qC94Se/F5fCilh6afEEKlkmu7JTSjVhhhmT1jIwibd7e5sOrLZ8xavKFuC7aQb3uY6ZYPXM+z5xRQBMqXcEGromsj8R5zrJ427NDFGqUQb+3u5WdoaXCGlfK8zO37OLi4uLi8t+IRNmsGWxsC/h4R2d1Ba21YiAd5/7JPp6KjVCo9H+EPF72t3RzV8eWVSvAWbbN0cQE90+c41RymjNWI1mqj/3Ptm7Ep6q8snMno9kk/RlHWCLi9V/wxdiWklgxS7JUZGt9E/ds3HmFV3tpHE7n6ctXDy7qCn0YAWfyL6UkZxrMFvPMlfIUzDKKEEwrWQYyCXrrorTWCP6klJxMTnP/RB9H4+OUbQsBNHj9HGzt5c6OzTT5zvfCDWYSPDDRx5OxkYW+mqCmc0vledVSdTNtm38bOMq3ho8zkIlj2U42SK1khAbSCTaFI4Q93guegSVtJvMZDNtic12Ul27YtuAdlSwVyJkGR2bHUYTAsG0kcuEaJJxX5UOAOF8SqAkFS9oULZOA5iHqDTCaS6IIha5QhNsvwyjaq2q8bMN24qUcg5k5wh6dvFnGsM2F4M2S9kLQ2eDVafKfz3bN+zmN5ZJsCjXy8o3bURWF3z89ylemlgbM82yRk5SMORQhOJ2cJujxkimXsCoBlaoohD1eCmaZiDfAroZWdldRF1xLgh6dl3RsZa5UYCCTQPFGGdDbaolLsleL88ZNt67q2Hd37uRofJxz6VkUBC3+0AUBr5SSOaPAZD5DbzjKPZ07LzkgXg1SSt5/ZqymyMfekJ/3rlMZtBtEubi4uLi4XGU+NRojU6MZ+kNbN+BZqcniMpFS8vXBY/zHyLPMFnPMGYUL5lcj2TnumzjHGzdfzys27lj2WHnT4B9PPsKR2XFipSxpw2A01FO15uWuxjB3NDoBxcG2XqYLWb45dJzRXJLpYmYho2FY1oIK2Nb6Jn59281LpNPXm+/XMFNtVMp0e8r0pzP4FBWjoixn2CaW7fTzaEKhZJn828AR7p84x69vu4mDFwUGZdvic2ef5KHJAWaLWZJGEVUR2NLxUxrMJPjB+Bl+a/t+bmru5JvDJ/jm0HHixZzjIzRv5gqM5JLcP9nH63uu5ZWdOy8IhBLFPO945N85l4o5Bri2Y2JLZe/5fqH+tO34RXl9KJXxJ40CYY+X7fXNvHPnAWzgTw5/n/50nEy5iGGbjhrf4lYolmYFpHDeOYX5LI3liEAoKh5FZaaYJeINsKWuiffsvu2yZex/rns3x+cm6UvNMppLOqWDlatd7FelCIFt28SLOXRVw5Z2pfRNsCnUyMs2bOeuju289cQQ363xHgCEy1PkC2cpKwopo0jRKjNbzCMEC/dYIkmWnHe5JxzlXTsPPCeeSa/ZtJfjc5OcyhaIebaBqF6EVmcl+ItrdlwQrC/Htvpm3rL9Fv75zBOMZJOcTs7QoPvRVUd4xMlAKfSGo7yqeze3XUZAvBo+NRrj69NzVdf5FcHf7+pesINYa9wgysXFxcXF5SqSMS0+N169XGxxsLEefGPoOPcOHWcwmyDi9bO1Lrog2jA/ETybivHFvkNoQuElG7ZVPU7ZtviHk4/w6PQQM4UMLf4Qqn8jQ7J6CeKbWi4srXltz15a/SH+c+QkI7kkKaNIyTLRFIXNdVF6w038wqZruDa6YW1vwCp4PJWruvwd3RuJlAWPTA1yKjlN0ihi2Ba6ohDSdRq9ftoDdZjSKbk7k5rhM6cfR1c0bm7pApyA4rNnnuTHE2cZy6Vo8gXY3tCMR1GRUpK3yswWcpxOzvCJU4/wxMxGHo8NM5RJ0KD72VLftCB6ULRM4sUc51Ixvtx/BE1RFgLfomnytof/jdPJGUqWiVdVCeneBRGHsm2RN8vY0gmGm31BbAmmbaIrKtvrmtkZaeN1PXtp0P38xdEfcWJuyimHUzUCqk5WGguiEovDJwVRKd1T8AgFXVOhskxWeqdCHp2IHqDRF+DaaAdv6L3+ssxl5xnKJBjNJlEUR8xAVO414nzYaEmJT9UIajqaUDAsE0UobAg2sCFYz8s2bGNvUy+vPdrPkUy+5rkaybHfl0bxtTKcTTJr57AXiWLMB0qikpcTQmBJi8djw9zTuf5Z1b70LOeyBeKh65CKXnUb1crTaw3zwJTCtdENq+7fO9jWS53u496h4/SnZ0kaBUqV+9gditAZbOCezp3c3ta7LgHjD2ZT/GmNPlKAD23dyLbg+vnJuUGUi4uLi4vLVeTLk3HSZvUs1Ad616eHAGAin+Y7I88ymE3QGayn7qKv/j7Vw8ZgPQnNw2A6wVcHjnJzc1fV7MDDU4Mcio0SK2TYUgnEnrLqq543aKU5MjnDz7a1XzCxOtjWy4HWHk7MTXE2FaNklfFrOnsa29kcjj4nX+0vRkrJyWz1Xq1XNEfYHmxnT6SdPz70PVLlIq3+ECGPl4gewFNRN9NR6QrpzBSyDGYSfLHvaa6NduBVNY7PTfLQ1ABjuRQ94UYC2nlxAyEEQU0nEPIwXcjSl57ldHIGAWwMNVC/5HlpbAjWE9B0BjNx/n3gGW5u7iLiDfBPZx7nXCpGyTIJe7xoiybJoqJ26FFUsqZTflawTN657WYsaRPy+NjXtGGhpPPTpx/jbCpG2bboDkU4nZyhaJUJao5oQ9m2sKVNybLQhEKD18lOJEsF2vxhXtdzLX7NgyIUDNvEq2jYSOo8Pm5q7rzifjcpJV/sO8RgJk5E93NNQxvpcomCaWDjBG31uh9VQH86TsQb4JaWbrpDDeiKRk9dlGsbO3g6necVh84yYyxVXZynniI3qxOoQmJYNkmjAFKiKxqqIghq3gXDX6+i0uD1ky2XGMkm+drgMW5p6V5Xk3ApJf949igPmxuwlOofNFQsblEnmM5neCo2yuOxYQ609qz6HHsbO9gTaWcgE+dYYpKCaaCrGtvqmrmmsX1dSvgAjmXyvOPkMLW6Bl/XGuHNNcyC1wo3iHJxcXFxcblKSCn5/Hh1k9mXReu4Nrx+E6wHJvqIl3LU694lAdRiGr0BUkaReDHHQ9ODvPKir+dSSn4y2cdMMUtboK7i5SSYkdVV1YLGOH1pm8FKn9BihBDsaWxnT+P6BY+XQtq0yFYps/Qqgq0VoY8nYsPY0qYz2EBboHYA0OwLkjKKTBcyPBUb4WBbLw9M9DFbzNLsC14QQC1GCEGrP8REPo1hmTR6A0sCqMVEvH7SRpF4Kc9DUwP8bOcuvjt6iqJl4lO1CwKoi88T0rwkjSJpo0izP8SLO7ZeeD+MIk/HRpkt5thW38yckcewLVSh4Kl4BjneQSq6opE3DWwp6Q1HGVdS6KpGWPfxht7rao7/ShnMJOhLx8iaBjsbWhyzV6+PBu/Se9YeqCNeylOyyvzS5n2VLJHkY8PTfGRwquYEHZwAar86iqfiDRYvOWIsmqriUzSypoElLZp8gQsk0hu8flLlIolijgcn+3n1pj1rfQsW+PH0BN/MNVCukYESSG5UJogqFiIQJlbM8pOJ/ksKosB5dzbXNbH5OVLNHCqUePOxAfI1SqCvCfn5q+2d6/7hxVXnc3FxcXFxuUo8mswyUKguWvDbXevb+/NkbIREMU/Uu7KEdNQbIF7K88TM8JJ14/kUA5k4Rau8MLmPy0BVDxoNi41qjkSpwONVjvV8o1oABRDRHClvw7I4NDvGXKmwYkZBCEHU59zHx2eGyZUNjiUmSRlFGr3LK4eJShmaYVs1RQEWE/UFSJRyPD4zzDOJCabzaexK+dpK5/EoCkWrzLeGTyxZf2h2lHgpR9Cjo6uOomLZthYCqMUowjHdLVkmaaO0cO3V3qG15InYMIlSgUavf8UsSJ3uo2iZDGTijOdT9OeLvPpwH3+1QgDVSJ5b1dELzJXnSgUMy0JX1AXp9rJtV1WdXO73tFacyOR5x5kZSlQPoAD2KlO0KE6pYoPuJ1c2OJuaYaawvFnw1WSqVOYNR/uJ1cgQRj0an71m07I+V2uFG0S5uLi4uLhcJf59qnpD9O6Qj1vqL80f51Io246cdVnaK06sAQKaB6MiMHAxycrk0a96FiatcVk9oGgROYKqRskySa3Cl+hqo9WYhBsVk9GsWar0gAh0dWkgcTGL72OqIsigKQpalSBkMVI6GT9brs641q95Kve4yHguVTE7Fav6Mq8Jx0cpUVzaB5Q0ihiWtZA1c0r3ZE3/MlUo2BWlPr/qoWxZpIziqq/jcnDeR7Oq79PFKELgVzWKlsUnR2d5yVNneCpdvQdunnozzn51bCEDBc7zMW17oVwQKtcubUy5VHo+oOkYtknSqK4od6U8lMjw6iN9ZO3az3uXMkOXcl6uXRECn6pRsq0V7QauFjGjzOuP9jFSNKqu9yqCz+/pocu//nYQ4Jbzubi4uLi4XBUM2+a7s8mq6365o2ldS1GU+XTGKueyEkCIhQniYtSKqttiOYFkDSPPJpF3/IIEKDVUwp5PNHiqBzeJskXatFBwApN5kYSVnpkTOzhZivkArZqKXVUu4X2Q0hEyUIUToM2PcVX7Vv6sVvY3/97Mx0CLlQGrj85Z47wfzkbqInGH9UARCojV39esEmZIbOHByeX9jgTQZU8SLg+h+qr02jjq7Yvuxfz/Wnq1sqIWuB7m2V+ajPP+M6OYy1z+diXGZmXpBxyJREHULPm8msSMMq872s+5GnYDAB/f2cVN6/jx6WKef3fJxcXFxcXlvwGPJXNVBSU8QvALLavzZbpcVEWhLRDGr3kWDEmXI20UCWp6VcW01kAYv6pTME3MikFvRlYvIYqIAmmjRFDV6Qhevvrac4VXUejyVb+WR+eyhD1eGnQfqlDIW9WNkheTLjv3sT1QR4MeIOzxISUL3ly1mJ9rq4pYVeCbLhcJepzz7GxowSMctT9LLm/eC1CWJpqi0lnFG6wjWEdQ00mXi0gp8SkaqlAwaxzXtG00oeBTNTLlIgHVGdN6fiBYGKOx/Hudkx6eMtsZ9u0hJ5Yvp2z0qHxsWys71DnyZWPJfXSMgiv3ouIL5XhhKVUzvelykYCm0xGoLr5yOZi25H+eG+f3Ty8fQO1QYmxTlvpdGZZFybIIeHRaVilz/lwxUyrz2iP9nKnhBQXwp1s6eFVLdX+09cINolxcXFxcXK4C98XTVZff0RimwbP+hSK3tfXS5AsSK+Yc+eca2FIyW8wT9Qa4vW3zkvWN3gDXN22gXvcxW8xjSoFRtdBFolsFMuUSUV/wkpvXrxY31FUvTfziZBxVUTjY1kujN8BsYfkyMEvaxIt5or4gt7dtRldVXtS6ydm3uMK+lYm5T/VgSXvZ5yWlZLaYI+oNcnt7L93hRnY0tKAp6orBmmnbWLaNX/Xwy1tvXLL+uugG2gN12BVj4UZfAL2iyHfxmMq2jRACv+YhoOrEijmafIF18wua50BrD1FvkEy5hGEt7ZspSZUTVgv3Wz1MsXIgf6AhxI9v2s4bNrSzo6GVgEevWu7W6A063ma2iSVtLCnRVZWIfmGANv98mnwBbm9fm3sRM8r84jP9fHqsulXCPLuVabZWCaDAEcaIeP3c2LTxsv251oPRosGrjpzjbL52APV73a28bZ0NyavhlvO5uLi4uLhcBR5OVm/efkXTc5OhOdDaw7eHHZPdiXyajioZAltKRnNJdFWlM9TAvqaNVY/1ko6tPBUbpT89C2oAqlTBeTEZziZo8Ye4qbmTRm+Aglnm8ZlhnogNkywVUISgI1DP7W296yqPfCm8NFrHt2acssvF+YcfxdM8kcwQqTTkTxczxIt56nRH1rphkbCBJW2GM3OEPV621EXZUTEMvqtjK/dNnONsKkaskKXZvzQDYNk2Q9kELb4gZekEOeP5NBtqPK+xXApNKHQE6ripyfGjetOW6zmZnCJtlCiYJn5t6fTPkjZZs4SuauyOtLKtvnnJNh5F5c72LYznU4xkk3SHIvg0DcOwFtT/HIU7m6JVxqOolCyTw/FxLGnjUz3U6b5VlT5eLo3eADc1dzJbzDGYmaO3rtEZh1TpsxsZsuuxxcr9a35F8Ee97fzWxuaF5/jSDVt5dm6KgUwcXVEvULWM6H6mVA3DMsmWS+iKhi0lZ9OzgKNaGNEdiXNVKHQE6rmpuWvJeUuWydOxUR6dGSJRzEFFnfFgay/XRTcsKbV7PJnlHc8OM2XUDpCFtGkrnaMrYFHtx5ko5YkVc2hC4d8HnuHfBo6iKSqbw1F+acu+dQ98a3EmV+SNz/QzWap9bW/b2Mz7e9qew1GdZ82CKCHEzwDvBXYBUWASOAT8jZTysSrbvwj4Y2A/4AP6gM8CfydllS48FxcXFxeXnxKypsWpbPUvq7dH1s9cdzEhj5d37HwRHzvxIAOZOGdTMaK+IEFNRwLZcol4KYdf1dlW18y7dh2s2SuxK9LGazbt4WuDxzidy0OVtgTbMoh4/ext7ODNW27g0ekh/rXvEDOFLIlSjpJlIQQENZ3HZoboDkV4164DC/5EV4u7m+sJn1NJmUunJr969DTX2mco2SaWbZORRTJmidliDr/qoS0YRkpnkhr2eNle38I7dr5oIYDoCNTxa1tv4p/PPMFgJkHSKBL1BfCrHiSSlFFkrlSgXvexs6GV127ay+fOPcVAepYzqRhRb4CQx2miz5RLxEt5fKrG1vpmfnv3wQWxi3s6d/H4zAjfHn6WbLmEYZvoioamOL1SJcvCtG10VWVjsJ4P3/xzNe/Hz3Ttoj8zy2PTQwxmEvhUDa9qUbTKxXszXwAAIABJREFUZMoGQpzPnNlSUqyUOWpCpWiW+eiJB+kNR3nnrgNXZKi7HG/ecgPjuRTPJCZ4NpWm6N9EXG3BrvRLrcSBhhAf2d5JT+BCgYIbmzq5p3MH/zlykuHsHP5Snkavk42zpI1f8zBXyleu23QEXBYFi5P5NB5FZU9jO+/adeAC6XOAo/FxPn/2SSbzGeKlHEXLRAB+1cMTMyNsDDbw9p23sqWuCUtKPj48zUeGprCWKd8LqwoHPLPEyxlOJ3M0ev3U606AP2/QHCs68uwCgb3Q3wej2TmeiA2zpa6Jj9/6GlqXkfBfa55IZvm144Mkq/zu5nnLhib+ZEvHVfGQgzUKooQQHwbeD8SBbwKzwBbgVcBrhRC/KqX84qLtXwV8HSgCXwUSwM8BfwscAF6/FuNycXFxcXF5PnIiW6gqodzh9dD9HClLAexpbOd9e+7ks2efZCyXJF7KkSg5qmx+1UN3qJHuUIS37biVTeHljStf1X0Nfs3DFwbPMlZFfdirqtzRupm37riVQ7NjfPbMEwxmnJK4qNfxSZJIMkaJ4ewcsWKWDz9zH3947YuvaiAVVFV+pSPK34/MLFmXkh4Om61c4zOIegNM5tMUrDIly6Jkm+RSBs3+EL3hKJvrmnjHzltpuyhwuL19M7qq8eW+w0wVnMlzzMpVAkovm+uibK9v4e07b6XJFyLqC/LPZ56oPK88cxWVQ7/qoTsYoSvUwFt33LrEg+t/Xf9yQh4v3xg8Rq6iKliyHfEDTSjU6V621DXxt/tfvexkWVMU3r3rNiJ6gIemBhb8kQzLRAqwpe0IbQAqAr/qIaDptAfCWFIynEkQL+ZIHy3ygeteQvs6BFJBTeelPft5sHSOMY8HuUopCx2Td3bU8YFtm6tOzIUQvGnzPkKal/8cPUm8mGO2mMO0HfVDj6Li13QKVhmkXJJJnY91pHQUCxdzaHaMf3j2IQYyCUAS9QXp0Jx+vEy5xHguyUwhy0eO3c+bth3kb8ayPJ5avgx0k1/nC3t6afVs5TOnVY4nJomX8kxUJO89ikLKcFQibSnRhIK/0ttlIxfk6U/MTfEbD36ZL9z5Jpqeg36pb83M8Z5TI5X3szq/tbGJD23ZcNUCKACxXF3tqg4gRBswDsSAvVLKmUXr7gLuAwallL2VZXU4Wad64ICU8unKcl9l21uBX5JSfuUKxnRo3759+w4dOnS5h3BxcXFxcVk3Pj8+ywfOji1Zfk9TPZ/b89z3Cpm2zdH4OI/NDBEv5oBKCVFbL9dE2i5povJsJsNLnu5fsrxD1zh84Bqm8mk++PT3OJuaIeoL0uxbmraypWQkO4ciFG5u7uJPb7j7qk6W5somB544RaJc/at4p0ixV5kCJCmjQKJUIG0UKdsW7YE6/uzGe7ihaXnzz5Jl8lRshCdiI6SNIqpQ2BCs5472zWwORy/Y17JtnklM8Mj0IPGKFHmzP8htrSuXQc4Ws3zh7NM8OjNEtlxCU1R6wo28ecs+9rdsuqT7MlvM8sBkP2eTMQqmwUwxx9H4ODnTIKA5pXuNXj91Ht/C+G0pGcok8CgqL2rt4f+9/mVr9mxzlsW3ZpL8y/gsz2RWL9OtYNNqzRAoDLC7oYm/vPlnV/T9yhhFHpke4mhinHzZQBGCI/HxhZLOoKYzZzjy/8BCf1S2bFC0TPY0tvHXt/w8XlUjYxR5/5Pf4WRyirDHS5s/vOSeSCkZzaWIiSgz3l7MFWQN7oyE+cTubiKL+iuHMgl+MtnPSHaOsm0xmElwJD5G0TIJaTp6FREMS9pkDKfM87a2Xj5x8HWrva2XjKwYHf/l4NSy2727q4UP9ravyXtzww03cPjw4cNSyhsudd+1yER14whUPLE4gAKQUt4vhMgAiwtrX1f5+xfmA6jKtkUhxB8DPwbeCVx2EOXi4uLi4vJ8ZqCGTO+O4NVp6NYUhRubO7mxufOKj7XBV13pLG46nkI/mexntpgloHmqBlDgeNZ0hSKcTs4wmIlzMjnN7sjV6XsAiHg0/nTLBt59aqTq+lFZT8lW2adMEvEGiHgDSCkZys4R0HSmCtkVJ3xeVeNgWy8HV9F/oioK+5o21uxRW44mX4jf33snv3/Je1Y/1ut6rl34+/937mkm8ilMadXMHipC0B2OcDoZ41w6xrn0bNX+q9UipeSZTIEvT8a5d2auquLlMnuzQaTZocwS0EyGDEGskOXByX5evWnPsnuGdR93d+7g7s4dAPx4/CzPzk3hUZWF/sKGKibK9bqP/nScyUKGx2eGuaN9Mw9NDzJTyKAJpWoABVDAw4RvNzFWzgS9t7uV9/e0LZFQ3xRuvCCj/Kof/DPlipBItQAKHAuDkMdLplziyOwYk/n0umQPC5bN+86M8o3p6t5583ywt53f6W5d8/NfDmuhzncOMICbhRBNi1cIIW4HwsCPFi1+ceXP/6pyrAeBPPAiIcRzV8/g4uLi4uLyHDJeqm4WeXEPxguRek0lpC6dXpRsSX++uJA9WaksSBGCqC9AvJjjoamB9Rruqnlta4TXttaWUJ6RIR60uklIJxAWQtDkCxIv5Xhoamlm7qcNw7J4bGaYeClPU43geB5VKDR6/Vf0bEcKJf5ueJo7njzD3YfO8i8T8UsKoNpFhjvUIfapUwSEU3/a5AsyW3LGdKmVWg9NDRIv5Wn2BZcNmIUQRH1BEsUcD072V/YdYLaUo6nKvraEATvCA1bPigFUo0fli3t7+aPe9hU9qJ6KjTCWS2JLuaLhtqYoKEKQswy+2Lf2VV5jRYNXHT63bAClCvib7Z3PmwAK1iATJaVMCCH+EPgb4KQQ4ps4vVGbgZ8Hfgi8fdEu2yt/nq1yLFMIMQjsBnqBU8udWwhR60nuuKSLcHFxcXFxeQ6JGVWahnB6ol7oCCHYFvRxOJ1fsu7hRIq0UcJGEtBWvtY6j4+RUpKpfHUlw+cSIQQf2d7JT2JTzNrVg908Oo9YXWwSSbYrs4Q0naJlMlvMYVjWgtDDTyNJI0+2XEQRjhT7StR5fEzk00xfwrMdKxp8N5bkWzNJDlV5v1ZG0iEybFXi1ImlHzKCmk7ZtpgrFShYZQJadY+wJUeVkqlCmpxp0ONZvncQoM7jZSyXZLqQwbRtYoUsRcsk7LnwvZqTPo5ZraRrmFcv5kUNIf5hVxft3tWN+UxyhrJtO+bHqyiL8yiOB9ZIdvlM0aXyYCLDO04O1SyVBQioCp/evYmXRp9f3nJrIiwhpfyoEGIIR13vrYtW9QGfv6jMb95ZLFXjcPPLr64cj4uLi4uLyzpRTekNuKB/4YXMDXUBjqTzS3xhH5rLIlfd5n8eexUmsc8FflXhTn2Gb+caMNRa4guCIRlh3Kpji5JA4kyB5Gpccl/A2JXMjVjl052fty9nACyl5GSuyPdnU/zXbIpjl9DndMG5pMVGkWSrmiIolpECFwKBQALWJWai7EvZfuHaJbaUS96NklQ5ZTcxKleeCnuE4A972nhnV8uK2afFONe3+jE7z1UuKC9eKVal/+mvB6eWHUWb7uELe3vYG16+R+1qsFbqfO8H/gL4OPD3wBRONuj/AP8qhLhOSvn+1R6u8ueKT7ZWE1glQ7VvledzcXFxcXF5TinVmIj4lKvvi7QW3NoQ4jNjs0uWPzCX5y5Fx5YSwzJr9mHMkzcNvKpWtbfkatHm89GTOMmUfxcpUVvFrozKKbsZJVRPiBwp06blpzcRRZ3uQ1c0TNumbFt4lOUvNm+W8aoakYsEHObKJg/NZflJIs19icyyHkEr0eXT6RZzxOInaPJ6CWrLv0dFy6wYBGsEVpFNm0cIQcTrx6to5E1jQXa+Fuev3Y+uqoQ9PjxCJWdZTCnNnLOjmNXM1i5iT8jPx3Z2sSt06b+PjkAdqlCwpLkq3y5TWihCrepldqnMlMq8+9QwD85ll91ub8jPv+ztWXV27bnmioMoIcSdwIeBe6WUi/sUDwshfgGnbO99QohPSikHOJ9pqqc687m6WpkqFxcXFxeXn0pW+xX/+c7tkTBeRSyRKM7bNkpdN5H8HPFSftkGdSmls42/jlsvUTVuPdnf0s3R+DhK4QSNwR0Mytp9UgC2onPS0tn32Enubqrnje1R7oiE8fyUBMzzBDSdfU0bGc+lSJTytPprB5hSSuLFHBuCDexp6uKHsykeS+Z4OJnheKZwRTk7VcDLonX8SkcTdzWGeXCqn3/I9TFbzNKg+5YNFuLFHI3eAPtbulFreKLVYn/LJs4mY8SL+RWDqHgxR9Qb5NbWTQDc0tzNU1mbR+wOjFWU7glp85omnY9es+2y36O7OrYS9QbJmY4kv6+KAfM8tpSYtk297uUXe6+7rPPNc188zXtOjTBbrl7SPM8vtDTwf3d0EajSX/l8YS0yUT9b+fP+i1dIKfNCiCeBXwCuBwaAM8CNwDYcM94FhBAa0AOYlW1dXFxcXFx+6tBF9YlB8RJLZUzb5kh8jHOpGCXLwq95uCbSxu5LlCW/VDJGkUdnhpguZLCkpFEPcEtL14IHUkhTeVm0ju/Eln4PfbroY7c3yEAmRtjjrTrhlFIyXcgiELQH6rih6cpVAxdjS8mJuUmenZuiaJp4VY3tDS1c29hR01B4nhe1buIbg8eYLmRoLQ8S1fMcs1sxVphSmRK+E0vxnViKRo/KPU31vKKpnoOR8MJEcSyX5MmZEVLlIppwVN72t2wi6Fm/L/G2lBxLTHAqOU3RNPFpGjsbWtkTaUdVFCbyaZ6cGWbOKKAK53nsb9m0pH8H4M72zTw+M0RfepaQ5l0ybikhKz0MGZD0bmVGaeSNJxNIEld8HduDPt7Q1sjrWyO0LOot3BfdiCoEaaPIqeQMDbqfet1HQNNZ/BNJV4yN2/1h0kaJz515Ep+msbuhbUXZeIA72jfznZGTzCSzzJXySzJs8yRKeQqmyaZwkIMtPTyQSPOZhJd+bWVVRgCfleKAd44P77znigJxTVF46cZtfKnvMAWzjKYoVd99KSWZihT+1vpmdl2mSmbBsvnzgQn+qUqGejEK8MebO3hnZ/NVtTVYDWsRRM3/imrpU84vn+/guw94M3A38OWLtr0dCAAPSimr67+6uLi4uLi8wKnTqk/U51b4OjuPlJIfTZzlv0bPMJFPkjJK2NJGEwoNXj9doQiv2bR3TSTLF5M3Db7af3TBTypvlpFIvKrGN4ePs6exnTdt3kdbwMkEVAuiJg2Lmxt20C0thrMJIt4AUW8Ar6ohpSRnGsSKjoFrbzjKr227aU0FGR6fGeZbQ8cZySVJlgpY0kYVCnW6jw3Ben6mcxd3tlc3WwUn4/LmrTfw6VOPMZCJ4zdHudmXYkh0MLaKHhaARNniXycT/OtkAp8i2BvyopcTlAvTWOU5TKuMQBD06Hxt8BgH23p4Xc+1eFcof7xUHp4a4D9GnmU0myRlFBfuRb3uo9EbQFPUiu9VnpJlIhAEPB6+NnCMW1s38Yu91+FfJBCys6GVuzq2YlgWg9k5/L5GVE8DOREgJb0kpQ9LqOdnn1fYJhYSFnc3hXl790auCfmXeGn9x8iz3DdxzjGUtSyyZYNEKY9P1Qh7vGwI1uNRVGKFLDPFHJpQSJslvjd6auFeNHj9dAUb+PnuaxYyR9Vo9AZ4Q++1fPHcIQYycbJlgyZfcOH+5M0y8WKOTLlEb12U69r28JZT4zyWXN4wdx5VlomWBrnOZ/K2rftXzHathnfvuo3HpofoT8fJlEvoqopf9aAIgZSSomVRsssoCJq8QT54/Usv6zzPZPL8zskRzuaLy27X5NH45O5uDkZqZzGfT6zFr/Eh4N3A24QQn5JSjs+vEELcAxwAisCjlcVfwyn/e6MQ4u8uMtv9s8o2n1iDcbm4uLi4uDwvadKr/9/v1Cr6P6SUfKn/MN8dPcVodg5w+jE0oWFUDDTHc2nGcyl+eesNvGzD9hWPuRqy5RIfOXY/zyQmmC5kCGg6YY8XgSBvGpxOzjBdyDCUSfAHe+/i9kgDu4I+TuaWTpx+nNH4vY7d6FOniZdy9KVmQThZEV1RifqCtPjCvHXHfq6LbliT8QN8b/QUX+4/zEg2iSktInoAn6pjSpuxXJLxXIqpfIZYMcvre66tGUgdaO3Bsm2+cO5pYsUs09k4HjtGhxom4e2lqK1eG6toS55MF3G+IfcgtG6CWoGgzKGW0wwkM0wUn2U4O8f79ty5ZoHUt4ZO8LWhZxjNJrGkTcTrx6foFRPWOMcSE4DAoyi0BcIENB2JJGUUmazco6FMgt/YcRszpmSwUKI/X+JcqZmTuoeYwnkJkflgaQ0SC4qVJ2jOEjLjRESBnIiQbvYgwudNqi3b5hOnHuXhqQHGcik0RaHVHyJeymPYTjA1H6wHVA9+TUdKiYVNyTIJaB58QsewnUB/PJdiPJ9izijwys6dNcf28g3bkRL+beAIs6U8g5nEguCEKgSNviDN/jbGfT18aKwErCJfICV15iRbmaEt6OdXtt68Ki+x1RDy6PzTbb/IOx/5Gv3pWQqWSdIoVMQ1JKpQ8Kkeot4AH77557gm0n5Jxzdsm48OT/Ox4WmsFQLm/fVBPrl7E20vIIXStfglfg3HB+qlwCkhxL04whI7cUr9BPABKWUcQEqZFkK8tbLfA0KIrwAJHDn07ZXlX12Dcbm4uLi4uDwv2eirXp7VV8OEdzEPTPbz3dFTDGbibAjUU39Rn0erP8RsMUdfepYvnjvEhkD9ZZfgLObTpx/jSHycuVKeLXVNF0zmowRot21Gc0lOJWf4+ImH+NCN9/AHPW285cTQkmNlLZsfF+r4q32v4KHJfp6MjVCsZF8afQFua+3ltvZeGmuURF0Ox+ITfKX/CP3pOC3+EFFv4IL71uwLkjSKDGTifHv4WToCdctOVm9v38yuSCs/mRzg4akBUkYRicSvxmmuD3PECFaCo0tDCoUsQbIiCN4W8MIEcCRh8O3HnmF/tJlOn067z0O77qHF66HZoxHxaKsu73o6NsrXh55hIB2n1R+m0Xs+i2PZNrFCDhMVEw2hBilpUSxPgKLUKHo0clJlzFJ4POXjk08ucaxhTaKlhRsi8VhpAmYcrxGjbMzhUzVa/CF0RacvPctnzzxBR6CenoqR7L3Dx3loaoDRXJLuUMNC1maDVU+8lCdezJMzDUzbRgKaIvAoKp2hehp0/5LfU7yUpz8d56v9R+gI1NUM7IUQ3N25g2ujHTww2cdj00NkyiWkFOS1esaVNvpLAgqrK9ttJMdOZYbOMBxsvZ7b23tpWabX7HJo9of4yot/lW8OHePrQ8fpT89iS4kQ0OwL8YqNO/i1rTfScIm/xWOZPL97aqTqR5TFCOB3u1t536Y2tBdYn+Ba+ETZQohXAr8NvBGn/ymAExh9F/i4lPIHF+3zTSHEHcAHgdcCPhw59N+vbP/TrQPq4uLi4vLfms0BX0Uw+EJOrzDhsKXk+2OnGcsl6QjUV1WtE0LQ7A9hSclkIc1/jZ2+4iBqMJPgmfgEM4Us2xuaqyqvaYpCdyhCf3qW4ewcj88McU/7Fm6pD/JEamnJ0qPJLF+NBfjg9pv51a03kjcNVEXBr3rWpRfiu2OnmMinafIFq5rBziusSSkZzyX53uhpDrT2LDuWJl+I1/bs5TWb9pA3y47/lepZECV4Nlvgc2Oz3DszR866MmloQ+gMlWFoqnb/UFBVqKuYHQdUBb+i4FUUNCHwKCxkGE4nY8yaHajBTuYUDcsSWChYKBhSYIV3LGiQZ4EYwMXDX0elQR9lNCOOLE4TslN4xXlLAI/mIW+WmSsV2BVpxZI2k/k0Pxg7w9t33krBLHPfRB+juSSbQpEL+rJ0VaM9UEebP4xpO9nHOaNAtmzQFYpU7WOaN022pWQ8n+K/xk6vmB1tD9TxS5v38dpN13HvdJxPj8V5doXf9mK2BLz8P73tHKz3oQhBUNPXtT9IUxRe13sdr+u9jmzZIFXKE9Z91Okri1xcTN6y+cjgFJ8am1kx+9Tu9fD3O7s48AIp37uYtfKJKgMfrfy32n0eAV65Fud3cXFxcXF5IbEz6KvaDnIonVtWbvhEYpLRbBJbShpWmOA0+4KcSs5wPDHJVD69IPpwOfxksp94KU+jN7CsdLUiBM2+EPFSjvsn+rizfQt/uW0jL3/6LOUq30f/bmSGHr+XN3VECV/GhG21jOWSnJqbJlcu0RmqJQ7sEPH6mSpkGM7OcSo5vaoAVAhRVfxhd8jPR3Z08idbOvhOLMW903M8lMysOLm8XHKWvcpgzQtqjZ6aq5AM6PB68JTnKOQn6fXZKFaeoVyCkm3ivcjwVhUKmlAwbIt4MU+zL8TZVIynZ0d5o3Edh2fHiBUy+FStpiCHEAKPqlKv+xnLp1EQ1HuWf/+ivgCxuSyn5qYZzSbp/P/Ze+8oSdKzTvf5wqetyszy1dXVprp7Znq8lRtZkANJGCFAIJbFChbBcjDiYnYv9y7SXlgtrDC7HECsuICWy10JtBckpBlpRjMjjTRGPTM90zPtq8ub9CZ8fPePyKo2ZduM6VY85+SJ6KzMyC8iI6O/N973/f2yG5dsNoOQT82V+bPpZaactaa+GzFoaPzSriHeP1x62bIyWd0ge4lCJl8uN/i1o9NMbmOf3z3Qy/+1f8dV7Y139Y48ISEhISHhKuWmXApVsGYyvegFHO24HMisP6E70SzT8J01JXzroSoKWd2k6bucaJYvK4g62Vim4TlbBiAQ+wVNtWvMdOrYoc/12RS/tGuQ/3hqft3X//ILU2Q0hfcMbC4VfjmsNM7nDBN1A2XEFYQQ9JopGr7DiWb5ipRCZjSV7x8u8v3DRcpewH3lBv+0WOFLlfq2/ICuJSxFcFM2za35FHfkM9zVk0GENh9+7BCnggp9aj8zjk8gow0Ddk1R8KOITuAxlM6R0nQansNks8qJRpmG7255kwHAlyEgUYTAiQKy6sbBgyoUcoZF03c53lheN4g61XH5xMwSn5qr0LqIzGNRV/k3Owf516N9r2hJ742Yd33+/fEZ/nGxtuVrezSVj+wb5XsGC6949b2tSIKohISEhISEl5iMqnJLLs2Tjc6av31hub5hEOWGAZGU6Nv0sNEU0TW2Dbd+8SZ4UUgk5ZYBCMTZKEWc/dy0Bh8aH+ThaouHa2vNNSPgZ5+bxIsk3zdUvKxxboQXBdseP8QiAFfiuK1HydD4/uEi9+ZVfuUbX+doxyeTHaUiU1RlCv8aCqpKusZ1GYuD2RQHsyluzqXYl7bWZFlONVvd70cghCBCIpEb+qatlCWeK9oQSYkXhRd1rkbyrOJFtI1OEm31c86qaIZScn+5wV/OLPPlSnPLbZxLQVP54NgAP76jj6x29X3vfiT58+kl/tPp+W1lQN9UzPGxA2OMbNATerWRBFEJCQkJCQkvA28o5NYNov5xscaHxgfXfU9GN9AUBTfa3uTeDUNyunLJ5TkrpLX4c70o3FIdLogiIhnfuU93S7FUIfhvB3fx9ideYNpZq0AYSvjQkTPMuT4f2jlwxe9QpzUDXVFoBds7bl4YklJ1MtqLN9lLawaGoqAFdfYKi32KQErooFOTFg1p0sCkKU1sNF6WOrttIGRIryq5q1Bkd8pkImOyN2WxP2NtqEJ5IRlNRxMK/moAJFA2CWwiJApitffMi0I0RSGt6eedq1uhnnOeadsIutwoJKUZZDWTWcfjU3MV/nauzMw2VDXPpU/X+Omxfv716NUZPAE8UGnwW8dmOLYNMZweTeW3J0b4/qHiVZ99OpckiEpISEhISHgZeEd/D78/ubDm+cMtm6ebHW7OrW1yv6U4Qq+R4lh9ieF0btO77W4Y4AQ+RTPN9b3rB2Xb5dbSCN8sT1NxOuuarJ5L1e3QY1jcWBw6z9+pz9D4m5v38p4nj1HbIJj5yMk5nm87/N6BHWSuoDfUjYUhCmaa6XYdLww39Z0Ko4i65zDcm+eW0sgVG8OF9JopJvJ9nGnVqHk2RTONEJDBJyN8Rjmb1Qil4PlWB8vIc8fQAdJWL/Ouz4Lrs+QFlP2AehBeru3SeQgZoMgAIhddBhR1lZQIsUSIhU9KBCy1lijqKj8xcQ/fsfPSZbf7rSzj2QJT7RoNzyGvWywqLTqBt27Q7kchpqLRo1t0Ao9QSgZTWSby/XhRyBemn2eqXaPfymw6adeEgoKCJJbW34zYZ8rHyozz8fmAh448t0ZrYyvGLIMPjvXz/uESqauwbA/geMfht4/P8sVyY1uv/87+Hn5n3w4GryLp8u2SBFEJCQkJCQmXgJSSY41lKm4HAQykcuzKbr/O/6Zsij0pk5P22ju5fz69xMevH1/z/M5sgesLg8x1Gix0mgyn8+t+npSS2U6DopXhnoHxyzbmvHdoD5+dfJYFuxn3Fm2wPS8MWXLa7MoVeePwxJq/H8hY/M3Ne3jfUyc2LP/59EKVx2sN/u1omhuyFnndouy2CaKIvGGxv2d9dcDN6DFS3Nk/xky7zmynzvgG35OUkjm7Sd6wOFgYYrjbR+aGAS/UF2n5HoaiMp4t0J/KXtQYVpjvNJhq1wiiiF3ZIiUzzazdIK+baBvsV8vvIIIG1+Wz/PZ1+2LPJik50Syz7LQRQMnMUEr10IokrSBkzu5wulWnE4UYisZgugddUZDA56eO8MTyFFKGDFoZNCFRiVCR2H6bU/VFnMBDQSAUwVAqx55U6bwxNX0XP+jQnxvi3sv0LRJC8KaRCZ6vLzLXabA310dK03HCIBaXUDQiKQllRBBFhJHE0FTyhsVkq0KfmeG1g7sxVJWbiyOMZXuZ7TRYdjv0r6PECHEpX7kb8AshmHcajKZ71pwXThCwGGicjnpo5fZxOtKhuj2D3BVuzqX4mbEB3tXfu1rK2Ak8jtaXaAcelqqzN1daVdu8nGtLJCXH6ktU3A6qUBhM59iZ6d3wfD/dqrJoN5HEhsH78n3rvrbsBfzn0/N8cnaZYBuepayGAAAgAElEQVTR+qip85H9O3hb39Z9lFcrSRCVkJCQkJBwEfhRyJdnj/PA3HHOtGpdfyNIaTp7cn28eWSC1w3tQdliwiOE4AeGi3zk5Nyav316ocqv7h5e10/qu8dv4nh9maP1JcJ2ncFU7rzMih34zNtNpIQ9uSLfsYk56HYpmGnevuM62oHHZKvCYCpHwUytZsKklDR9l5l2nQEry22lUW4urp/FuaMnw9/dspf3P32CRrB+IHXGDfmlE3UK3lNknDOkVZ1e0yKjGQymcrx+eC/fPrr/ooLD79x5kKfKsxypLXC6VWU4ncNSz94d98KAebuFE/rs7xngu3fdRN2z+ZfpF3hk/hSLThM/ihBCkNUMbimN8NbRA9sWnniqPMMXZ45yuDpP2/eQSDRFoep2UICj9VisIHuOnHUYRVTcDotOm925Iu8aP4ihaNw/c5Qvzx1nslnFCeNSMkvT2Z0tsr+nn7Lb4anyLM3ARUqJJhT6U1leM7iLt+24jpv2X8dHO9M8X6vQCesMpXOYqkbTd6nbTbwwFnaQgBoKGp7DbLtBfyqLIqDq2ix0muzKFXnH2PWXJIV9Ia8Z3M0DcyfoBB4nm2V6DAs78Gn5Hq4IkTLugZJIFKFghz6Hq3PkdYuJfN+qqbQiBN+76xbmO02ON5YJopB+K7MaoEop6YQ+s+0GlqpzsHcIOwo42Sgz1a4xmIqPxYInORWkqaolAm39QGwzFODtfT385Fg/r+o5mxFbtJt8fvp5Hl2YpOx2CGWEIgR53eK2vlF6dIvnagsXfW1xw4AvzR7jwbkTTLVruGHQfa/Bvnwfbx7dx2sGdiGEQErJwwunuH/mGCeby9iBjwQsVWdntpc3Dk/wppEJdEWlE0b8xfQSH59coLmNvidVwE/u6OdXdg2RuUpLFbeLuBYtmYQQT9x+++23P/HEEy/3UBISEhISriGcwOcPn3uYx5emWLCbBFFIWjdAQrtbejSUynHv0B5+8rpXo20hALHk+dz5tedwo7X/F//gcJHfv27nuu97fGmKP33+a8y261TcDqluT4kXhfhRSMnKsCtb4BdufD17831XZN+llHzy2OPcN/MC83aTju+R1g0EAjv00ITKQCrLbaUd/PzBezeUl17h2ZbN+586wYIXbPo6xa+TaT9LOmqv9rv0W1mu7x3kF296w7qeTxvxQm2RP3z2YSZbFcpuB1NR0RWVQIY4YUjBSDGW7eWD17+GwVSO33/mQY7Wl1h22miKwFQ1Qilp+x55w2IoleP9E7fzth3XbXrc/mHyMJ85/TTznTiTl9WNWBEuDAiiCD+KAImhqggElqojiT8np5sMpXO8a+dB3rXzIH9y5BG+sXiGBbuJF4WrfVvtblmbFwaoioKKIGuYqELghvF50Wdl2Jvv49/e+HqavssfP/swZ9o1Km6HUIa0fR8/CglltEbUQVMUDEXFUnXyhslgKs/bdhzghyfuuGJ9LhW3w+8/8yDP1eZZsts0PId24BGdU6goWOkOExiqSp+Z4ffueRd3D5yfub1v5ih/fewJ5u0Gdc8hremoQsHtioz0WRn29/Tzize+gQW7yX898lVOtDrMyCwtvR9PvTQ1S1X6jIsGv7x3nO/ZeX429lh9iY8/+xCnm93zT1UxFJUgimgHPqGMCKMIQ9XQhNj2taXlu3z82Yc4VJ5h0W4RyIi0poOEVuCSUg2G0jnePLKPD0zcySeOfp2vzJ1g3m7ihkF8Dok4O6YJlcFUjtv6xugv3sAfnllm3ttez9erezN8ZN8Ors+u9a97pXLHHXfw5JNPPimlvONi35sEUQkJCQkJCdtASsnHn32IB+dOsGA3Gc30kNfN1QlkJCV1z2a202Qs08M7x27gX+2/a8vt/vLzU/z1XHnN8wrwhTv3c+M6vVEAZ1pV/mX6BR5bOkPdc4hkhCoUSlamm3E4QJ91aSVnGyGl5LGlKe6fPcbztQU6oQ8STFVjLNvLG4f38qbhfZv2HJ3LjOPxA4eOcczeYpImJaY7Q79/hl2pFEtum6xmcnvfDn7ztm/fUuziXBbtJv8y/QJfW5yk4rS7mQCFHsPinoFx3rbjAD1Giv/w5Bd4qjKLGwaMZPKrIhkQi2csO20qboe9+RIfvP61vGZw17qfd//MUf7y6GOcbJbptzKUzPSqIIKUkk7gM92uI5GYikZ/KkMQSYSAtGpwY3GIt4zs59bSCP/1yFf50uwx5joNRjN58vpZqfuqa3OsvkQn8DFVleF0nl25s2qHduAz22mgCYWbisP81m1vxQ59/mX6BT43dYSj9UXs0EcTKilNp2Ck0BSFhu/S9l2cMEBBkDcs3jF2He8cu4E7+nZccaGATuBx38xRPnP6GZ4qz9IOup5DUqIqCpqioisKKgoIyOkmt5RG+a3bvn2NWe4LtUW+MPMCh8ozNP1uVk5RGUrleN3QHt46up9yKPinpTqfmV/mcHv7nk4XUsBmh6igObO0fIeJfB+/eOMbuLnbVzffafA7h+7jueo8QgiG03ms7nkrJRxvLLNkt/CikKxucqCnb9U7bbNrSyQlH3vmAR6ZP8Wy22I03UPugutSzbWZsxvszBQYSueY6zSZatcYSefoMVKrmS0pJXXf5QXXoGHtxhHbyzCOmDr/bu8I7xlYv2zwlczlBFFJOV9CQkJCQsI2eKG+yONLU8zbDSbyfWsm7ooQFMw0pqpxqlnhgbnjvG3HgS39mX5ufIBPzZfXeEZFwIePTvPZ2/edpyK2ws5sgZ+87lX8wJ5bOdks44YhKU1nX74PS3txmriFENw9sJO7B3Yy064zbzeJZETBTLM3V7roCdSoZfDt5jxLzYia1r/ZB+NaO5g2h/HCOW7JpplsLvJ8fZGH50/yltH92/7MgVSOD+y7k+/dfTPHG8s4QYClauzOl1Z7vT47eZhjjWWcMGBvvrSmfEpTFIbSOTRFYbJV5dOnn+bu/p1rMo9uGPCPk4eZbFUYSecpmOffoV8x6Z3IlzjeKFMwU7xjx/VcXxhEEQqj6fzq+XO8scyji6eZ7TTYmy+tTsAhnoQv2E0CKUlpOn4UUnVtBlM+qe65kNJ0dueKnGpWONEo88WZF/i+PbfywxN3cKg8w5lWlX4rS8FMk9b01X0Z6QZ6bhQw225QMjPcWhrlzv6xbR/ziyGtGbxr50EeXZzkWH2ZopmmaKXRhBKXGHbly1cynfH+LPPFmaO8b8+t523rQO8AB3oHKDttpto1vDAko+l0lCxfqrT4o0OnOdJ2LnmsIvIZkFWuM9rkRTcAy+RZsAVnuufFTcVhhBB8bup5TjUrKEKs6clrBy4t3yVCYqkaQRQyb7dWg6jNri1PV2Y5VJ5hyWkxke9bcwNDEYKilcZQVU42KxxvLKMJhb09pfNuDEgJczLHUWU3zdT2ymRTiuBndg7wczsHr0p/q8slCaISEhISEhK2wZdnj7PstOmzMptmPtKa0RVD6PDg3Am+f+9tm253V8rkh4ZL/NXs2mzUE40OfzG9xE+NDWz4/pxhcUtpdPs7coUYzfQwmrm8pvEzrSon6gsUOkvs7NnH4WiQSGySxRIqi9oOvixDRjI9zHfO8MDcCd48su+iA7i0ZqzbtxVEEV+ZP8my02Y0k9+0t61kpll22sy06zxVmeWOvh3n/f2xpTPM201UoawJoM5FVRSG0lmW7A5HG0t8YN+da/bngdnjlJ0ORTN1XgAFcTmXHfhIGWFp8QTYj0LKbpsd2llTWEUIhtM5Jps1Hp4/xXvGb+KZ6hwLdhNNUdiZXZtJWAn0MhgYispMu8FX5k/yzrEbtixXvVSO1BY406oikezKbS6osLI/j8yf4j3jN67727Q0i/koy32VBveVK8x7a1Uxt42UmEGFtDuHcOfIGRY54/zfZ7+VZdlZ5ESzzLHGMiPpPI8uTlJxO0zk195sWHY6eFGsGmkIlVbg0fJdOoF3XqCz3rXlgbn4utRvZTbNAGd1EwHYoU+Pbq1uNw6eshyN+miy/R7D9w4W+PU9w9eM59Ol8K0XNiYkJCQkJFwkUkqeqsyuSlFvRclKU3M7HKrMbmv7v7J7iNwGd3J/5+Qcz7Xsixrv1cLKMe01U4yrTSbcp9D9ypbvC1A5I4Y4nr6DzzdNHq1u/Z7tcqZVZb7TQCK39IkSQlAy09Rcm6fLa7/rQ+VZaq5NaRvnTF63cCOfqVaNBXutaevTlTmqG5x/Dd/Bi8JV1UJdUfCjiIa3VvkxrRmoimDJaXG8scTT3THGEuubB6IZzUAime80ONOqbrlPl8pTlVmq2xzTyv4sOi1ONJaB+Pf6XMvmj88s8n2HjnPdw4f50cOn+Ou58rb7ey4kI23y9jEK1QcZ7DxNLlwCGeKEPk54fl+fIgRFM0XVtXmqPMOR2gJVr4OlamuCPCnj78+PQgxFRQiBrsRZt/W+v3OvLX4UcrgyT91z1pQyboQfhSAgkjAd5Xgg3MUT0ei2A6h7C1m+eOd+/uiG8W/pAAqSTFRCQkJCQsKWrAg2SOS25LUNRSOIIjrB9nos+g2d/23PML9+bGbN39xI8pOHT/O5O/eTv8bUrjq+RxBFmN1jqoYO+fbjhKkxGtYEkbJ5WaIUKlMU+e6npri3UOUDI328vS+PcRkZknYQj2llQrsVhqrSDryzvTvnYHdV7rbTIyaEiEUGZEQnOH+iH0lJJ/AIuhPtCwm7qnUraokKAkksCb7umBUVv/s57cAjkBE5desJ8coY/Shad3+vFJ0gPm7ZbZodG4pKK1L5x6Umfzzn8lC1yeIWgiXbIYXHqGgyqjQIvRonnDKBjID4vBRi4+NsKGr3+Pqr55S5znkgkazoE6yIeawYDa+/3bPXFqcrRqEItpcVlJJIKjT0Yb4c7qLD9oOgm7IpfmPvMG8sXprgxrVIEkQlJCQkJCRsga6oKCL22Am7Ag6bsSJbbCrb/2/2X4328ZmFGo811nrQnLBdfva5ST550+51+6OuVgxVQxGiOzEFRcTKa2l3lkxQpm7upmWMwDb2+aFqi4eqLYq6yvcMFnjvYJFbcqmLLvMzFBVFiA0DkAsJolhye71A6WK2JaUkkDI+b9bptzPUlW1JtAv2SSGegK+01clz3rceoYxQu+p2K9sNou3tb3z+iy3NaS+H1eO2wZikBBuNskxTlinmzXF8xeKxmTZwcR5OF6JHLv3U2aPb9OKsnnp1IbrH+JzmRRkf9/WOc9jt3YoV+LQNj7Ho6g3KeHOIc5brb/fstWXl9xN15d83Kz31pELNHKedHaGlbl+SPoPHx27Yx7sHere0bfhWIynnS0hISEhI2AJFCPZ2hQdq7taldVXXJm9Y7M2XtnztCqoQfPz6nRs2aN9XbvCbx2a4llR1J/J95A2LmmcjpSSjxxLmfhSiSp+ic5Th1jdI+Uvb3mbFD/nz6WXe/sRRXvP1I3z05BxPNzvbPm47swV6jRReFK16MG1GzbPJ6xb71pGS35vvI69bVLdxznSC2BOoz8wwsI6R755cibweH6sLSesGmoiPG8QlW7qinNdPs4IXBthBQN6w2J0tsq87xvW2eyFO6ONFEb1dKfgXi9Xj1j0vIgl1aXIq6uWJcJj7wj3cH+7lUDTMlOzFVy7Pp2oibfKhnQP8+zGDu+RzFN0TFIRzXuy+Iq8fdgOWOPsX32C5sEdNStm9BphM5PuY6F47Wt3M67kIAZmuRUEQxX5YfhSiKcq65aTnXltMVWMsUyCtGdS99QUyOlLjcNjPfeFeatYe5DYDKFO6jHrH+bHeJt81WEgCqHVIgqiEhISEhIRt8IahvfSZGZa7stgbsdLQX7IyvHF4YsPXrcfutMnv7t+x4d//cmaZ/3z6MpriX2EcLAyxM9OLJtS438fIxOVKMiLqBj161KG/c5hi/esY3vaDKYBTtsd/mVzgrY8f5a5Hn+PXj07zpXIDex3T0EhKGp6DGwbcPbCTkplm0W6tBl+RlHhhSBBFrMRjra70d38qy6sGdq3Z5usGd1OyMrR8DzvYOCCTUrLotCiZGV43tGfdktE3jeyjZGVYctprMjS9RgpT1ZAS/K4nlK5o6/ZiLTotCmaau/p3kjMsXjWwi/5UFicIqLo24TqeZVHXf2qu06BgpHjV4Pi6AdpWSCmpOB1ONspUnPa6ga2UkpHsIIE5yKI+zkPBDj4f7uMr4S4OR4PMyjwOl6c+KYC78hl+Y88wD919HQ/fcz2/sXeEHx7fS7+ZpRP4q6W4UsZiI0jIGxaaonT7oHx0RaFoptcEGA3fASQj6R5uK+1gIJXjpuIwecNiyWmtGU/JymAoKl4Y4svY0Dml6atqkSusd21548he+qwMS05r9TcjJVSkxePhMPeHezgli4TbnPKn8bhJzLKz/Rj7tA5vHtl7kUf3pWXF6LvidnDDyy/hvBiScr6EhISEhIRtcEffGHvyJWqezelmhZ3ZwprJrhsGTLaqlMwMBwtD7O/ZRLZ7A947VOSxeptPrqPWB/B7p+fRFcHPjw9e0n68klCE4O1j1zPVrnOyuYxIQ9Gw8KOQTuCR0nQUBF4UQlRlkMP0ayOckiWqSmlbZX4rTDs+n5hZ5hMzy1iK4FU9WV5XyHIwrbLYmOZri6eoe043QJIEUUTT9zjZrCAkNIPYZwghMIRKRjdo+i47swXeMrJvVUr8XHrNFK8f2kPNtTnVrDCeLawxIQ5lxGy7QSQlOzI9vHF4/UnrLcUR9uX7qHvdbeXOnn+KEHEgFPq0/NiYNasZ503CIylZsJu0fY8DvQO8dccBvDDkyfI0nW4w+Gx1PjbT1U36rAy6olL1OlRdGzvwCaWkYKbwuz5Z2zU6bvkuf3v8Sf6/M88y12kSEaEgGEznee3IQSb6JjhpBzzV7PB002bZD4BBLqJlZ0sKmsobijneUsrz5mKekrF2CpzTTd44speq1+Fko0LOMOl0A2A/CnHDgOAC49+qZ9NrpEjrOlJKGr7DdLvB7myRt+44sNqr9M6x63mmMsex+hKqUOizMqvBV49hkdZ03CgO3rKayYCVPa8UdaNry6sHdvHPZ45Q82xONqvomZ1MyiJ1Ls7wVgs79HhnGKaGE/pkNIM9+RJ39L04UvaXS9NzeGjhFF/p+vateIDdUhrhjcMT3FgYetE9qxKz3YSEhISEhG0y32nwn55+gOfri1ScNlnDXC25aXYliQesHDcWh/jVm99M3ri0MiMviviBp07y1drau9Yr/OL4IL+6+8WfKLzYSCn5f04e4n+deY6pdpVQSvwwDqK8KCACNKFgKCp5wyKIIvKGxXB2gL7SjXy+4nYn3ZeOIkOssI4Z1jHDJlbYxBKw5LYIo4ioO3FWVntX4v6TrGby7vGD/Mat375qoHshXhjyR889xKOLk8y06xiKSo9hoQiBHQbUuuVZu3NFfuHg67m+sHFwvOy0+N2nvsyR2gLLTpucbq4GZU3PjbMRSJDQY1qUzAyqELhd36i0pjOeLfBT172avfk+/svhr3C0vsSy3WLJjY1eVzJRqoj3daWXRwhQhUJetxhK5xhI5fix/Xfz6g1Mhld4obbIL3ztM8zYNm0sAiVLpOWJtByRnoOL6Bu8KKTEaLv0O5IxXyNrR4ShJIziUrww6pblRfFDyriPKYokS06btu8huyV7yAt+Yxf+m/P7l+JeKI2UpscdTyLufXKjgE7gEcpo9RxS4pYoQhkRyQhE/HpNEaiKQKz8jViYImea7Ovpw9JUNEVBVQQ14fO46lDrTRNpF3c8FbeFUZtC6yyCEoGQWJrCRE+J/3jPOxjvKWBqCoryyrnOHKku8CdHHmGmXafstvHCcLVfsNew6LOy3DOwk5+67tVbGnFfjtluEkQlJCQkJCRcBGWnzd+dPMQTy1NU3A5OGCCAlKpTsjK8amCc9+25lay+fc+V9aj5Ae9+8jhHOxubgf7ISImP7NuB9gqa4FwKUkoemDvB56aOMN2uUfNsaq6DHXqrE/m8ZtFjWhSMNDcUBnnfnlvZlSviRRGfX27wqbkyD1SaXKlZjRZ2EH4VxW+gRy2sqIMiXVakACIpSWsGt5VG+PCt38buXHHDbQVRxD9MPsOD3bvmLd9FyljZb2V/vm/PrZtuY4Waa/N3J7/JY0tTlN0OThj3UlmqTp+VIaebuGHAstOm6btEUqIpsU/VRL6f9+6+mbFMLx85dB9PVWZp+i4DqSx5zWKx02apY1N3XPxAQKQgQhVLMUkJk5yaQkaCphPghxE5Nc11+WGyqoXjh7T9iLqMqKuSpgotHdqGIErrYL74ypKi6aNUXJSyi1JxERc6WF9DSCDqMwnHMkT91kVlZQFExUU71URZdtnOOw1VwdQVLF0lpatYutJdqqSM+LnVpa6SNlTSphYvDY2MEf89a2rxv02VjKmRNTVMTdn2zaATjWV+96kvc6wRl/YOWJnYA0sIgiik4tosOW1G0nnuHdrDz93wug1vcEASRK0hCaISEhISEl5sKm6HRxcnKTvtuJzKyvLqgXFyl5h9Wo9Zx+Pd3zzGtLNxP82bizn+9OAucteA/HkYRTxdmeNofREnDLrlat0sARF53eKu/p0bmvzOuR6fXqjxDwtVnnkRvLVU6ZOSNlk8CmqI49YwpM2bB0b5d7d925YTQTcMeGzpDGdaNQIZktct7uwfY0fm4kUaqt3zb8lu4fmQEhb7soPIQKXmeBxeWuRMo0HbDZGBQlZNo0YaLTfgeK3KfKuN70uUSCMMBWEIcp0My7lIAFNBWhoypXYf3fW0hrTUWGLxpUDKOGiqeihVF6XiIfztKQxezUhTIRxNE45mkOmLzOJJibLoxMFT/dL8sl4MVEWQ6QZYWUsjZ+ln102NXPe5nKVx//wRTrQX0XXJcC6DboCuSVTtbBzphAEnG2XGswU+dPDeTbOlSRB1AUkQlZCQkJBwrTBpu3z3N48z62486dmXNvnEjbvZl7lyAdzVzsmOyz8t1fjnpTrfbHZe5E+TDOgau9IWY5bBsKkzZOoMmzoDhs6AodGna6TV9e+4h5GkYftUOx4126du+9Q78bLWXTac7vO2T8P2aToBDdun5QVczlROAqgCaShgKEhDPbtuqt2HEgdI5ksYJF1IEKHUPUTNQ+k+RHDtzWHXQwqI+izCHWmiPuviv4MgQp3poE62UOzwxRnky45E10HTJbohQQmI1ICdvTm+bedeelM6hYxOb9qgmDYopA2Gey1edfddSRB1LkkQlZCQkJBwLTFpu7z30AmmnI0NTjOqwscOjPFdg4WXcGRXBwuuz33lBl+qNHio2qQRvDwZC1WCEYEWRuBLpBcSeCG+G0Ig4/KzMIJQQgQikrHUWgSrkdK507aVubQQXbMogVS664qIgyNVgKqA1l3XFKQmQFeQugK68vIFRhsRSUTLR6n7iLoXB0+tYFtlZ9cSUVYjHEkTjqQvqRxSdALUM23Umfa3TMB5MXzuF+7lh7/zTZccRCXqfAkJCQkJCa9wxlMmn719gh986iTPt9fvkWqHER98bpIHq03+z4lRstdAed+VYtDU+aGREj80UiKIJD/9jft4tNZGmn3USW9b/vlyCQXYKnFQYwCZ5Dsi7AZMDT8uz2t4iKaPuPYr89ZFGgrhUIpwJI3suTR5QqXsoE62UZacb7nA82IoZi5P/jEJohISEhISEq4Chk2Df7xtgp949jQPVTdW7fvUXIVHqi3+4LqdvKaw1rT1Wx1NEQxrPkV/ijGthQwMKr5FRaZpKBZt3SQwLs+HKGEdIomwA0QrQGl7iI6H2vZQHA+hSCJChCIZSmc5MNSPoSnoqoKhKRjdpaYoaCp8cfYFFt0mw+ksoptIE4qME3JKVw1PgBCSkIh5u8H1hQF+5obXoHZV71RFoAiBKgSKEouXfOrEEzwwfzxWTwSO1BcJZISmxGIiZyOSOKsTylhhL6PphFJihwETuRKffOP7V18lZazmGC8his76jkkZL9thyEONNl+oNflG2+ZS4kcLwZ2qzl2KQWEgh1/qww+j7kPihxEPzJxkvtMip1kIKYgiQRRCFBGvRxCGovtv8AOJkApRdG2GYr3py/udJ0FUQkJCQkLCVUKPrvG3N+/lN45N81cb+EgBnHE8vufQcX5kpMRv7h0h/y2YlWo6PrM1h7m6zVzdYa7uMF+3mW+4PLsgqLZ3MRWcm4FyARcNUHWFKK8j8zpRTkfm9LiJ/5VW9vYKJK8ojOgaWuhwsjpJ5DXICw+DDkKJEBZgAaXz31d1bTK6zodufgs/OHH7pp/R/MZJvrbYpJSSW9oIlJ02xWzArTtyvHaib9PX3mQXONRR8KMOQ6k8qusTRiEgEOt991GEoqhouobru2gqjBWyDOS37k10o4gHK00+s1jl88sN7OjSUm+35dJ8YLTEewZ6yaib/84zTy/yL9Mz5HSb0hYeXw3PYcFu8erBXfzOHe/ECyMcP8TxI2w/xPHDeOmFOEFIx4sfthc/H68HtLvPdbyAthvS9gLa7vnr/sugohirAl7edTEJohISEhISEq4idEXwuwfGuCWX5tePTeNGG09A/mq2zOeX6/zvE6N890DvVe8ptUIUSZZaLtPVDtNVm+mqzWxt5eEwW7Npult5R21cwif8CLXsQtldfU4KYgW6rIbMaERpHZmOVeleCvnuVwoaISkCUvi4XoN+Q+H94wd4Xf8gu1LmasDeCTy+8/OPMh3VEKqOsolfjxsGCAEFI827dh7ccgyvH94b+1t1vbI2Oq8jKVl2Ooyk87x+aH0T43O5d2gP/zx1hOdriwylchSM1Kr3lnJBYVzUzULpQkFKiR9F5HST79t9y4bb96KIh6otPrtY4/PLderBpYk85DWF7x0s8sMjJQ5mt2+qe+/QHh5fmmK206Bgps/ztjoXKSXLTpuSmeb1Q3tQFIGlxHLmLwZuENJ2Q1pOQNP1aTkBLTd+NJyAphMLqSy0Ojwyc4aa7XBDA00AACAASURBVGFiEgYC3xcEvrjobNnlZqEgCaISEhISEhKuSn5opMTNuRQ//ewkJ213w9ctegE/+9wkn5xZ5rcnRrk1n34JR3npNByfM+UOk+UOZyodpqodpipx0DRTtfHCl7ZpRkgQ7QDaa4MzqQqk1ZX8ttRVJbtVZTtDBeMVKODQRcgIQ4SYhOgE2F6LMHQQoYNJwFBXcTCFjyZik9rJVhVVKNyd28nP7N5FJCVPVWZ5ZOEUS3YLCfSaKRadFp3ARyAw1smU+FFIJ/CxVJ3XDe4lCAQLjrOa9XCDEDeI8ILuuh9Rd1N4y71UWyodJSKrmkSRQMq4FE1GEMnYgDiK+lGMDH+zVOb/lmXCKCIIzzHalXFQvmK+O93upe5afDWK0MQ4QeAjkYTnBFErty0EECBodZ+xNY0/mVvmvynluMRQCKQC9bTKUk5lKa0QqJd+DkwoGq/WLe5OWeQ8lYXpBjWtjakpmFrs3WTp6nl+Troa3yyQUtJrpnDCgKbv8OTyND1Gil7DomCm0ZSzr5u3m4RSMpjK8brB3Zc83u1iaiqmpm6rR+njh1t8ceYoTd9hd660Ou4oBN8X+D5UOx6LLZuMSNOn9XSfFyihhiktXA+Ge7YffG5Eos6XkJCQkJBwFdMKQn7z2Az/Y76yrdd/z2CBD+8eYjx1eWbAV4J6x+fkcovT5TanljtMltucLsfLWueV42NzsWQMlWLWoJgxKWUM0qZg0lmmRgdb9fE0CToohkratEinUlxfHGEo3YsdRbiRxA4jAilp+j4nmhWagYcXRYRRtGpArCsqlqIwmulh0MqgKQJDCCxFwVQElqqQUhSyqoKlCE43Fvnm8iRtt8VCu4IbOkSBg6ZAStXI6RaDqSwLdpNFp9018dXYkyuR1g2klDR9l2W7TUqxGE/18aN7X0XVdvl/Txxmvtmm4fg4foQMFUSk0vFCggBkJBCRhpAKhAoy6vbaRLGpL5EC14gMglQFUb9FOGDFRrjapQuXiE6AOttBmemgOBefudJVgamrRARESkgkQgJ8pBKBGqKqoKmSrKmha+AID1WVDGUzvHfiRm4dGCJnaeS7Pk0vVjZqu9Q9m48eup/D1XkqboeimaLHsFCFghP6lJ0ODT82EM7pFkJ0M50IMppBycqwJ1fkgze8lpF0PvGJupAkiEpISEhI+Fbj80t1fvXoFIveVmVsoAvB+4eL/ML4ICPW5SlUbUUQRkxVbU4stji+1OLkUouTS21OLreptDeWbH9lIVH0CFUPUPUI05Rk0yo7e7O8c/cEO3qzlDIGpWwcNJ070ay4HT566D6eqy5Q9ToUzXQsXCAUnMCn7HbwopA9uSLv33sHbx+7bvW9i3aTjx66n+drizR8Z/W9QgjswKfstgmiiD25Ej+6/27eNDKx4R585vQz/M9TT3GqWcFSNXr0NJW2Q6Xt4/nxXXwRaqiRTl7JQKji+wIZqrheRBAoyEBBhgpR+NKoGV5NSEsl7LeIBiyionl5WUc/Qp23UWc7iJr3igotDU0hb+n0pDTyKZ2e7qM3FXsw9aZ1etM6hbRBMWOsLtOGesXKiatuhz99/ms8V52n7HRo+i4Sia6oaIpK1e2AhLSm05fKkNZ0pISG71B2OuR0k/09/fzard/Gu+5NJM4TEhISEhK+pXl7fw/39Gb47eOzW2alfCn55GyZT81V+IHhIv9m58BlZ6bCSHKm0uGF+QZHF1ocXWhyfLHFyeU23svky7Q1EtOUaGYIuo/UfALVJZ2C14zu4MdvvJ2ejMbR1iyHqjO0fBdDURnPFnnjyF52ZYtbTgw/8cLXOVJbpBN4XNczgKqcDUAsVaPXTFFxO5xolPkfJ77Jgd4BdueKSCn5s+cf5YX6Im4UcKC3H1Wc/96CmWLZaXOiUeYvjzxONsqhRgbllke55VJue1TaHierdQ4tLNCyU4hwF6GvEIbrjzsAlq7Isb22kYDs0ePAqd9C5i/zZkQYoSw5qLM2yrKDeIXmOLwgYrnlstzauIR4PUxNoZQxKGYNShmTvqxJX9agPxev9+dMBnImAzmLfErb9HdVMNN8+OY3c7JZ5sG5E0y2qvhRiCoUnq7M0lZU+qwM/VbmvO2kNJ1+K8tkq8rR+hJ/euSrl3wcIAmiEhISEhISrhkKusYfXL+T9w0V+bWj0xztrO8ptYInJX81W+Zv5sq8Z6DAz4z1c1Nu656pesfnubkGR7qPFxaaHF1o4vivoGBJSFKW5OBAkdHeNEftWRaCMoWsRimnY1pxAHX+XE2l5atMt+sYhRY3jfZiqCoTpR7eOX79RQ9hul3jcGWOstteE0CdS9FM4wQ+S06LL80e48cP3MPJZpnna4uUWz47rT4qSyqeI3Dd+OE5Srx00zhuP9ORwle++Pgmo9G7j4RLReoKUZ9J2GcR9ZlgXGZpWyRRll3U+Q7KohObLV+juEHEbN1htr75NQnigGswbzGYNxnqSTHUXY70WAz3phjptejLmOzN97E3f1Zx8e9PHuLpyixZ3WAgtb69gyIE49kCz9cWOdEo44RbZ+43IgmiEhISEhISrjFeU8hy/10H+MuZJT52emFLFbBQwqcXqnx6ocqrezP8xI5+3lbqQVME5ZbLMzN1npmuc3i2zrOzDaar9ku0JxujapJUKsJKnV3Gj3h9yl2iP5Xl5w8epN/K8B+++SzNZo3dvQOITZxcM5qBIgTznSaHyjPcPbDzksf40PxJym6HgpFabYBfQUrwPYFtC1xH4LQLzDdc/uyFef7p/kc4UWnQaPcgZS8LlzyChMtBCpC9BmEpDppkXofLLUmLJErZRZm3URdtRHDtBk6XihtEnKnEgjJQXfc1hqYw0mOxo5BmRyHFaCHFA+VJ5ryQXX2b++MpQlCy0pSdNi3/4jJq55IEUQkJCQkJCdcguiL4qbEB3jtU5A9OL/DfZ5bxttEH/bVam6/V2qRCiTVn0zleR7gvfYZJVQSjvSnGS2nGimki3eEb9WOEus2uUhZ9i/lsj7To+B5znQZBFNIOfHLGxnLYKwghyOsW7SB+7+VwqlqnUoVUlOPUvI7TUbBtsbpcK8ucpg3MU1sZzWV9/tWGoSqrynKWflZxzlDjdVM/a7xraiqGJtDV8015dTV+Tuuuq4pAU0TXqPfsv1VFQe2a7K4Y7wJMBT7POC6Pdzo84zhE4vL7vwzgZsvibtPiFsPEGhIE10lCKQmj2Aw3jCTBOca4QSTxgtgsd3UZxs95YYTrh93lWQVD24/VC52uj1PHD7kGpQ+AuKzwdLnD6XLnnGc1YJRFQNMk6Uy0+shkJZlsvK6qsejEtFfDjy5NZn7l0xISEhISEhKuUYq6xv+xb5Sf2NHHx04v8PfzFbYTEtmqwN6RhtFUXHI0045Ljq7gpExVBGOFFLv7Muzqy7C7L8N4KcOuUpqR3tSqPDPAw/MnOfbMYdpBgLGN9hNB3LcSyohQSpASsc2gRIhYIjuUWx+phuNzaqnNqeVYLOP0cntVZbBu+8Dwtj7zaiNtqIQiIFB80oaKrstY6U2TaJpE1UBVJZoGiipRVcm0XWVPb4HfuuMtpA2NtBF7D6UMFUuLA5+XEiklxzouX621eKTa4pFak4p/zqT6MgKoXk3l20p53t7Xw5tKuS2NcF8M/uCZB/lfp5+jV8+QVizCEMJQEAbdZQhBIAiDeH2pbWMJixvzo4hIo+n4tNyA5jleTcEmvnSvJIJA0KirNOoXHndJKi1JZQK0AYfL2ZskiEpISEhISPgWYGfK5Dd3DHKjDf99scoJI9peaZKI5ZqjfuusathcB1HdvmpYztKYGMiytz/LxECWPX0Z9g5k2VlMnxcobUaPkcJQNZacNlLKLTNKndAno5kUjDS93fdWve2VIXYCnx4jRcE86yVTbrkcXWhxbLHJsYUWxxdbnFhqsdi89HKglxeJroNuSHRdounx0hMuqia5a3iEN+3YTT6lr0pc93TXs6aGpir81uOf46H5SYbSOXL65sIkncCj3nLY3W9w287CZY/eD+PMi9PNvrjBiq9UvB5nb+RqJsfrLmfCgGOBz6ko4DQh7cuaRp+P5rnsCCPelu9jn25g2SrhbJuvLNhxpmw1g6acl2lLdQNJQ1WuqCF2wUxj6hqe8CiuCsesv7+RlLSryxzoGeCj9xxkIJVb8xopJR0vpOH4NOyAuu1Tt31qHa+79Kl2vNVlpe1R7XhU2/5L7uu2MQK7I7A7BkN9GtplHO8kiEpISEhISLhGcfyQx05XePCFJR4+vszz883VvxkplXBXlnA0A9s1ANUVwrEM4VgGnBB1wUadt1dlmLOmxv7BLPsHc+wfzHFgKMfEQJaB3NZldFtxfe8gI+k80+0a7cAju8mk3Y9Cmp7LWKaXu/rHyOomg6ksM+06ncAjrW2cynL8gFoNLJHny487/MXi13l+vnnRamQvOUKStRTGCzlKWZO+TCwtXcwYfLV8nOOdOXrTGsWM2Q2c1sbQkZQcqS0ykS/xS7ffcF7T/nrcMzDOs9V5yk57yyCq7HQoGGluK+xgpmbT6E7AG7ZPwwlo2HGmo+XG2Y+WG9J2A1puQNsNsL2QthfQ8UJsL9xWRkSqgiivIwsGUa9J1GuAfgWzXZFEqXooyw7KkoNoB8wDn2R7nm0XoghIGxopQyVjqKQNjWw3aM2a8fpKQJtP6eQtLZYVT3VlxTMGOfOsst2rBsa5b+YoJ5tlBlLZ1ZLF9ai6NhndYH9v/7oBFMSlrhlTI2NqDPdsf7+klDTdgErLo9x2WW55scJfM14uNV2WWi6LTYfFhov7Eql5DhQ0qluct5uRBFEJCQkJCQnXEItNhy8dWeS+I4s8cnwZ21+/5l+xQ5QjdbTjTcKxDMHODJgXUXJkqYTjWcLxLDkhuN6UHEwHHEgJxjIW9wyMbBrorEcYRTxTneNofQk3DEipOjcVh9nf04+mKNw7tIfJVpXpdp2JfAlNWTveSEqmWjWKZprbSjsoWRkAXju4m6l2nel2nT25EpqiICW0W4JGTaVeV2jUVJpNgYx6WQYOc+aixv+ioERoRoDRlWLXjBDNDDFNSW9GRzMC5rwKE4UiH771zdxUXFs+eNO8wp88t8iZVpWBVAlDXTv9k1Iy066T1Qwm8v3syZW2HNrrBnfxP48fZqbiMNn2saSF6yp4rsD3BJ4XLx1X4npDyEDlaTkHzF2JI3P++AGZVpE9BlGvQdRjIHP65fk1rYcdoC67ceBUdq+ool4k6QaQwSXLzCsKFFI6/TmLYsZg1uulFSk8PRfRlzUINIdQ89CMEEMX9JophIAFu8l4tsCbhjf2GrtUhBBx4Gfp7OrLbPpaKSV122eh4TLfcFioO8zVHeYbNrM1h9mazWzNpu1dei9TPKiIXaUM05vcUNmKJIhKSEhISEi4ylloOPzT03N87vAcj09WL6qZXPgR2skm6qkm0VCKYCyDLFxc8NOUkm848A1HQ8iIXubZcfw0b+8v8MF9N5PZIpiSUvLg/An++cwRpts1Gr5DGEk0RaHXSLE7V+S7dt3E23Zcx6HyLF4UcKyxzICVpddMoQqFSEoansOS08JQNfb19PO+PbesfsZ37LyBby7N8mh5mSfOBNDK0GkYBMHLJ96gKBLdCkH3yGUU9vf38O69+1gIKzzbmmLaW2LKjmWYPSQ+sQCCpqi4QlAH8CR7cn28YWQvNxaG1v2cVw/s4htLZ/DCkBONMn1WhqKZ7gaSkqbvsuS0Adjf088H9sW+o+WWy2zNYaY7cZ1vOMzXnXhy24izBrafATIvqYKgBDAVorxB1KPHgVPPFc4yrRBEZ7NNZRfRDl7Rch9RBOW2T7ntn/NsHljx/zpboooSohgBwvDIZ4cQAwUWChpPeTV2lTL0pF96SXwhRNe01+DA0PoZsZVAa7pqM13tMFWxV9X8Ds9XqDQDpNz8W8pmJT+y/04euZyxymtQtkMI8cTtt99++xNPPPFyDyUhISEhIeFFoe0G/PMzc3z6yRkePVW+YipcfVmDPXsK2MMpjigBrctsJM+JkHcMlHhTqYfX9GYZNM+fmEkp+ftTT/HZyWeZaleJpKTQDYz8KKTq2piqxlimlx/dfxe39+3gj559mMPVeZadNk3fRRWCUEakNYOSmWF3rsjP33gvQ1aeQ1M1Hjq2zNdOlHlyqkrwEnrxaIpgtJCimFNZjqqEhoOntpGGh24FoIYUTIs+K8trBnfxY/vv4e9PHeJz088z1aohZUQ79Gh6HtEFvSwKAiHAVDTGsgV+/1XfxYHe/g3H4gQ+f/r81/jG0hnKTpu65yAQ+I6KcC3MIIPmpxhQSlRbIdNVm87l3u2/AkhAWioyr8elebk4cLqorOnFEElE3UMp///svXm0Zddd3/k587nz+OaaqyRVSaqyLFmyLU8yNsbGDGYwGGgCCUl6eTE2pFmkyQqEBEJIuhPSSadJWIF2J0DHDQ0YjCMDlpAtWbNkDaUaXtUb6s333Xk44979x7lvUr2qeq9eDe9J57PWXvtM795zh3Pf/p7fb39/LlrVjVJV33pD5S1RSBocLqc4OpDmjqE0dwxlODGcZSi78/Tcm0UoBJ879xxfHB9noe5TbwpCx8TvGYQ9k9CL4kfvP57jv/zo+3nggQd44YUXXpBSPrDd54pFVExMTExMzB7i9FyTzz01yZ++NLPzlBbgSDnFQ4eLvOtQkXcdLHCwlFwdIDmh4NHlJv9tvspXqk1uhP44mrB4Tz7Fu/NpHsqlmKxN85/OPM2F1jKjyQx5M7FhgCakpOJ0WHY63JEb4OdPfRN35AZ4oXKJx+bOc6axSCAEmqKyL5XjwcJh2tUET5yt8MS5Ci3n+otpbgVFgf2FJEcGInfBw+UUh0pRG83bq45zdbfHEwsXeHxunGWng5ASQ9V4Z3mMR0aOcXd+iL+aPcfvnH2Gi61lxpI5Gv3ImhMG6IpKIAWhFEgp0VSVQTuDooCuqNxbGOGfvesTZEz7snMMhWRiucPpuSZfvTjH8zMVZqsu3Y56zTv2txKpKci0jkgbyIyByET9TYkwrSAkStNHrbpRq3tv6aK3N4JC0uDesRwnx3K8Y3+eBw4WKKevf27RzeBcY4mvzJ3n+aVLuKEfRbjMBA8UDjGsDjCaznD3aDYWUW8mFlExMTExMW8lpJQ8dnaJ33p8nK9fuL5J6yscLCV5+GiZh4+WePeRIoOZywfdm1HxAr6wVOdPFmo83bhxnmY2IXpQp6i6jOohOcXB3KQY7ly3iScEH993Fz978pHV7b3AZ6HV4fEzVR59dZGvX6gS3gQbZk1VOFRK9s0yMtwxGN2dP1RKYRtbj4pIKWn7Lr4UpHQTqz8/KRCCX3j2z3hmcYqhRJqkbvB6fZG275LUDbS+3bZE4gRRStlgMsOhdIELrSp5M8GP3fVuvnX/CS5UOrw0VeflS3VemWnwxlzrinPjbgdSVZApfU0wpXVk2kAmtJ0Xs70WQpB2fY5rCfZJjTFUEoqKqipoShTdUxU2jbRIKQmExAl9FBR0RUNK+vWeJEEY1X0KRL/WUyjxQrHBIdD1oz6q5RT1Ky6D/h4Wb0cGUrznSIkP3lHmfcfKZOxbnwq4GV4Y0g5cdEUlbViXmWvsRETFc6JiYmJiYmJ2MX9zdol/9egZvnGpcV1/nzI1Hj5W5pG7BvjgHQPsLyav63HKps7fHivzt8fK/Pxzf8mjy016xgANJc1OisI6aKCXaANTfe2UxCOnuOQUhywuWcWlbKU501jkleoc890mQ4kMz1ys8l+fnuJLr83j3UBHr4ytc89olntGc5wYyXK87zK4HbF0JRRF2TRa9HJ1lplOA5DkTJv5XgtfhOiKuiqgABQUbF2n7Xs0PQcvFKSCHBcvhfzqaxf4R81L1Lr+ZY9/q5EAtoZI6pFgWt8St274aRFQUHoUlR55usy1prkjW+SX7v+Wa7oP3mr8UND1QrpeQMeN+q/NTvGH469R77mUjCzLHYem4yMDDVXoiEBDBioi0BCBBuLW1tpa4cJShwtLHX7v6SkMTeF9x8p8+6lRPnFymKR5++SGqWkUtev7zbsWsYiKiYmJiYnZhUxUOvzyF17jsTPb9+kaylp87O5hPnr3EO85UsTSb9z8ETcMWO5WsJ15Hkh4BGgsyDQLMs2STBKw8+fqYtKVJnNybWK5QYiRGqMbePxPz1xgerzL9HQTnHBHE/0tXeXkWI779uc5tT/PqbHchpTGW8V4s0LTc/puaQqdwCMQAnMTB0KEgmxmqddzPNVI43vRMTUAbp2AkqqCnjLIlGysrIma0glsjY6h0FQkNzeR8nJUBFlcCopDQelRUBwS+BuCWz3Toum5nG9Wdp2IMjSVXEIll1iL4jzbOYOeb3KgbFCyfXr1ZXpOF1vXN4jrFdqujykt9ltlKm2PxZaDKWxKeg7fVXEdFcdRcF0FKW7Od9wPJY+dWeKxM0v88p++xvc/uJ+//8EjDGa3FvXeK8QiKiYmJiYmZhchpeRzT03yz//iNI6/9ehKOW3xbadG+LZTI9x/oIB6o62d+3hhgJASVYmc4kwE+5Um+2kiJFRlgiWZYlGmaHLjBk0+Gr6WpQssSOBIMmqhQOmGKN1grfXCqDkBb84MLCQNHjpc5MFD0Tywu0eymPrtuXu/Hrf/vppKJIiElEjkBoEY9Ax6C3mcShYZ3CRjhT5SASOpUy4lyRRsrIwBCR3fUGirUBWCWhjiAp3L//qmnhtEpc3uTNoUVY+Z+kUSos0RW7+mo7muqAgEbrh70huvxsr1tiKYwtXvxeYvVNVAVQOS2ZCk2UOz6ti6ybGShbFOkEsJnqfg9KLW66rMN1w0zyYpMiw2vC3V4roWLTfgt796kf/69BQ/+8138mPvP3zTfptuNbGIiomJiYmJ2SU4fsjPff5l/vwbW6ujo6sKH7tniE8/sJ8P3FFeNTG4mdj9+TlCSgIh0NW151QVKCs9yvQ4QQVXaswEBjOBBVaZurgJww5NRWbUyIBgExQ3JIPCPtvkzlySE4UkI7bJkGlgmToNEVKU0XyY20lSN9FVFU9Eg3tNUVFQEEhkz6QzVcKtbW75vFWkAhgq0owahoaV0snmbey0iWKreLpCB6j3BVJ7wyMEEBK1W4ilKtyVsjmZTnBvJsmpdIK70wkSmspXZs/z72pVWoGLqhSu+VieCEjpFil9d8zZuRYJ3URb973QVRVFUVZvZLwZKSWKsjK/K9ov4bKolaKAZUksS5LLg5QB3foSR7Ilfu1dH2Y4kWW62mV8qcP5xTZnF1q8Md/i/GLruuZu9fyQX/3iaZ6frPFvf+Cdu+LGxU6JRVRMTExMTMwuwPFDfvR3ntmScUQ5bfLD7znED7x7/5aNIW4Uhqpxb3GY6U6dmttlIJG+4rGWEqK7FY5rJn/rwCjvHz3B040OzzTaPNPo8Gq7d0Mc/66GtDSawOsy4PV6kz+uNy87RgXyhkbJ0Cn2W07XyBsaOV0jq2tkdI2MppLWNFK6SlJTSaoqCU0loarYqoq+gzvs7yiNUrASjDeXGU5kyBoWVadHeyaPNz8EigqmgtSUKAyjKUhNBb2/rEfLUlcjoaQrUW9E66vLb8JnvVASt1wgvZlRy+B4yubuvlC6O21zLGFf8b09WRwhZyaY7TYJRLhpAeYVAiFo+i6jydymRYl3I+8ojvLopTeY7tQZsFNkDIuG50Tz5dSNn2coIyN8S9NJ9ovIGv3I5rW+mS3fxVA1xpI5xlI5VEXhyECaIwNpvvnuodXjvEBwdqHFy5fqvDRV5/nJGhcql8cir8SXXpvn1754ml/+jnu2/De7lVhExcTExMS8pRBScr4/v0RVFEaTWYaT2dt9WldFSsnPff7lawqooazFj3/4GN/3rv03xOTgenlk5BjPLk0z0aqSMxOY2ubn0vE9Wr7LvlSeD44cpWwZfPtgnm8fzAPQDQX/8wt/w9dqDVw1g6ul6WLeypcCgACqfkjVDwH3uh9HBSxVxVQVdEXBUJS+3on6ldpOCv36RzLqQykJpaTGcdx0yESggqEQ5hUoqnDvDXmZu4pRy+COpM2dKYs7UzZ3JW2OpxNktzl/r2ynuK80ymSryoVmlcFEGkvTSeiX1yOb7zXJGTb3lcYYTERRPS8MOd9cohN4GKrGwXSBgnVzjAiuh1PFEfal8sx2myy7XUpWisVem1YYXBYJdsIgMlKwkvgipBf4pAwTBah5PYpXeF2hFMz3WpTtFB8aObpphGsFU1e5dyzHvWM5fujdBwFYbDk8eX6Zx88u8ddvLNLoXX1e3ueemuDH3n/4uk1udguxiIqJiYmJeUvghgF/NXuOx+fOc6nTwAtDFCVKk7q3MMxHx+7kvtLY7T7NTfmTl2avmsJn6So//uFj/L0PHCFh3j7xtMKp4ij3lcbo+B7jrQpjyRwZY60Ap5CSutdjrtvkQKrAR8fupGynLnucpKbyk3ecwPnGVzhdm0Qg8KWGo6bwtDROd5DATCLTBtec7LILEEBPCHrXbRSogbLu893jGU8GAhsXSzgkFZe8GnIqm+G79x3m4cH9O378QAgenzvPhVaVpu/QDjwqTgdb18kYFiU7RcFM4IuQ+V4bNwy4KzfAdxy8h6bn8OilM3x14QKLvTa+EKiKQsawuL+8j4/tu4tju8B4QlNVvuvQSeZ7LcabFQIhKFpJAinoBT4WOhoKjghQFYWkZmBrOuOtCgN2mn3pPHW3y8VWFV+ElK0UWl94SSnphT4znSZJzeDO7AAfHD667XMczNh86p1jfOqdY/ih4IlzS/z+M9P85emFTYuACwlfO1/hMw8d2Onbc1uJRVRMTExMzJ6n5Tn861f/hleqcyw6LUIpSWg6Ephu15ntNHi5Ost3HLiH7z38jlvuvHY1hJD8b18+e8X9J8dy/OZn7uPIwJXT5m41qqLw2RMP44uQF5dnmO+1mO02SeoGe9d5WQAAIABJREFUUkI78EhoOofTJR4ZPcb3Hb7vio91PD/EIyPHeKU6T8t3CIRAVVoojoX2egqNDlIBmYzqCsmUgUjr6BkTJa3vIG4Us1MUYNgyOGCb7LdNDiZMhgyVp2ZfY7Y5R82pIdZdiy3f4xtdi8XmNDPtnV2Lbhjw717/Ks8uTrHQa6MoCrqq4gtB03Np+x5LToeEZqArKiU7xeH8IJ898TCWZvDPXvwy5xpLLLkdNEXBVHWEFEy1a8x0Gjy3NMWP3PkQHxrZvqi40bx36BBN3+H3zr/AfK9Fw+2h9Y1deoGPkBJdVVdT95acNiPJHPcVR/npez/IV+bO8/kLLzPfa3K6vkjaMFEVBScMCKVkwE5xV26Qnzn5IVLGziLBhqbyTceH2FdIMl3t8sZ8a9PjbkSh8NtNLKJiYmJiYvY0gRD829ee4LnKNDW3y2gyuyEqEgpB1e0y3lzmjydfJWVYfOv+E7f5rNd4cbrOVLW76b5vvnuI//0H3nlbU/euRNqw+LmTj2yI/rlhVAR2OJnhWHaAj4zewcNDh646UD7bWOJv5sfR1SgKIKRESEmvnV89RpGgdALoBIDDpx/Yxy997B5SpsaCF3Cx53Kx6zLleEz2XKYdj2nHY8G71Sbbby0KusawZTBiGYxaJqO2wahlsM822WebjFoG5rp0Ml+E/MbLf81Mfeqq1+L5/rWYNiw+cR3XopSS//jGUzw5f5H5XovRZJYjZhEvDFl02tScLr3QxxMhvhIymErzXYdO8vH9x8kZNv/0xS/zcnUWLww4mM6T0IzVc/RFyFKvw9lGhd858zRpw+KB8r4b84bugG/Zd5z9qTyPzpzh5eVZWp5LM3BoeS5CCpK6Sc5MkDJM9qVyfGjkGB8ZvQNL0/n2A/dwMF3g0UtneK02T9v3EEiKlsZQIs37hg7z8X3HN61fth3qXY9HX1vgD1+4xNMXr56afNfQzkxSdgOxiIqJiYmJ2dM8uzTFK9U5qm6HY9nyBhtfiNJhBhJpTE1nolXlC5Ov8aHhozu+43qjeG128yK6dwymd62AWsHSdL51/wk+vu84ZxuL1NweqqIwmMhwKF3YUpThjya+wWSrRt5MMJrMEkhBx/eYWkjS2+T4O/eb/Mb3nlp97GHLYNgyeG/+8kidKwRzrs+M4zHv+sy5PvOez4IbsOT5LHpR3wpvXKHe3U5O1yj2TTTKpk7ZMBgwo+VB02DI1BmyDAZNg8Q23R6f2fK1qK1diyNHV00QtsqZxiLPLE0x12txLFvC0qLhrK3rHEjnGU1maQceXd9lodemZKX4joP3MJjI8EcXv8G55hJeGHAkW7ps/o+haoymsuiqymS7zh9efJn7S2O7Inp9d2GYuwvDLPZaTLXruCIgrZkkDJOa2yWUkqKV4M7c4GWv61RxlFPFUea7TaY7dTwRkjEsjueGrjin8VqEQvL6bJOvjVd47Mwiz07UCLdgi35sMM17j5au6zl3E7GIiomJiYnZ03xl7jwVt8Ognbls0LaenGmz7HRYcto8tTjBR8fuvIVneWU67uZpLe86VNzVAmo9qqJwPD907QPfxKVOndO1BVq+y4nCIIqiYCgaeStBzdZZ2ORvzl1y+e2vjfN333f0mgNbS1U5lLA4lLCuepwrBMteQC0Iqfb7uh/QCEIaQUgzCGmHglYQ0g5DOoGgJwTdMOp7ocQR4uZVRxISQglCovR7QokmBZYhSJohCSPEUAS6EtJxOxiK4JuGD/Kd+++iYOjkDY2Cru/IQfBaPD43TsXtMHTNazFBxelG1+LCBB/Z5rX42Nw4FadDyUquCqj16KpK3rTJmzahlDR9h8fnxvnUoZM8MX+BitNhfyp/VQOFATvFstNhql3j9foC9xSGt3WON5PBRGbVGGO7DO/AaKfR9fnGTOTK98JUjecma7Sc7UV7U6bGv/n++9D2wBzHaxGLqJiYmJiYPUvLczjXqNDxPQ6mr10jpmglqbo9Xlqe2TUiaii7+QD//3vxEj/07gPcO5a7xWd063hpeZa61yNv2ZfVsSmUNheXUir86p+d4dFXF/mFT5zggYPX/tyvhaWqjNomozt8HF9IPCHwpYyaiPoVBz7Rd+OTRPOJFCK/DBUFte/it+Lq9xffmOUX/+gVEFe3pw6BFtDVJflCSKEYMpzxqGoV3K7OQ/kHdviqtkbTczjXWNrytVjqX4svLs9sS0RJKXlpeYa62+Ou/MA1jy9aSS51Gry4PMOp4iiLvTYKkLxGnShFUSjaSWr934vdJKJuNqGQTFW7nJlvcXahxeuzTV6fa14x7XirjOUT/If/4f63zG9aLKJiYmJiYvYs7cAjlFG9lKvdVV7B0nQCGdL2vVtwdlvjPUc2T2txfMEP/qev8+9/6H4+cMe1B4t7kY7vEgiBpV4+HMnlBbl8SKO+eUTj2Yka3/MfnuTdh4v86MOH+OjdQxi3oNjw1TBU5aoRmO3wQw/s5+xMk889NQmAokikvPJ3PAwUlpd0lpd0wALS/EVK0ht/gRPDGe4citr+YvKmRAHagUcgxZavRVPTCGRIN7i6Hfab8USIL0IkckvvtaVpBCJ6nk7g4csQU9O3lJ5nqjrN0NlVvxc3CiklSy2XyWqXiUqHyeUuFyptLix1uFDp4AU3LsXV1FV+5L0H+amP3EHG3htFjrdCLKJiYmJiYvYspqqhokRFJqW85sAolAIV5brnANwMRvMJPnpikL88vXjZvqYT8Lf+8zP8yHsP8bMfu5PsW2gAAmBqOqqiEMjLB2yKAve8w+HpryUJgyt/rk9frPL0xSqllMm3v2OUbzs1wv0HCqh7PF1IURT+yXfcw6FSiv/jsfNU2tsdyCt0Ogp//o25Dfb5pqZysJTkUDnF4XKK/cUkB4pJxvIJ9hUS151Cuv1rUaKibvta1BUVBQUpIyv9awm2UEpURcVUtQ3nuBV24+/FVnH8kIWmw1zDYb7hMFPvMVvvMVPvcanW41Kti+Pf3LmAgxmL739wPz/8noMMZm9tUfBbQSyiYmJiYmL2LAUryWAiw8V2lXbgkTGuPvel5vbImjZHM7trUvP/8q0n+Or5yqaDGinhd5+c4Asvz/LjHz7GD777wJ6ZK3UtjmZKZA2byU6N4UTmsoF3Ki1554M9Xno2QXAVIQWw3PH43Scn+N0nJxjIWHzk+CCP3DXAw8fKe1Z8KorC33n/Yb7l3mH+3ucf5/SF4KrRqK3ghYJzi23OLbY33V9KmYzkbYazCYZzFsNZm8GMzUDWYiBtMZCxKKbMy6J+xZVrsbW1a7Hu9sia1ravRU1VOZIpMdGqUr9KAdkVam6PjGlxNFviYLpA1rSZbNfwwgBzk/lUbz7HgUR61/xeOH5Ireux3PaodjyWOy6Vlkel7bLUcllsuSy2HBZbLvXu9iJ8N4pSyuQjJwb55KlR3ne0hH6bo8M3k1hExcTExMTsWVRF4YMjRznfrLDYa5PWzSveAXfDgIbncDw/uCtqv6znyECaf/m97+Cn/uDFTYtTQiQSfuXPXuffP3aeH3nvIX7w3Qcop68+UN3t3FscYX86z0y3Qd1zKFiJy44pFAUPvb/Li8+b9FpbE0NLLZc/eHaaP3h2Gk1VODmW471HSzx0uMgDBwu3XFQFQtALPExN39QI4VqM5RP8yqfu4defe5xzE4KwmqfdujlCernjsdzxeHWmedXjsgmdYtKkmIpaPmmyHOTxW13OKS4jGQ3DAF2X6P1e0yW6Dp7Y2bX4odGjvFydZa7bJG8mrhiNCkTIstvlSKbIu8r7afku7yyNMtNpsOi02ZeKbPQjW32Boiirc/PavosnQoYSGd49eHDb57gZbhDSdUPabkDHC2g7AS03oOUENHs+Tcen2Qto9HwavUgoNXrRtlrXo7sLaytZusr9Bwo8fLTE++8oc2pffleaRkgpWWq7nJ6L5njdOZTmIye2b4azHkVe6dd6D6MoyvP333///c8///ztPpWYmJiYmJtMy3P4xee+yGu1eXRVZSyVu8ykoBf4TLRrDNhpPjZ2J5+9+3236Wyvzuefm+YX/uiVLdkE66rCt9w7zKcf2Mf7j5X37B3fr8ye57fPfJ2LrWXGkjlypr1BCEspWXa7LHTbJGqjLEykaTvXP5hUFLhzMMM7D+S5b3+ek/ty3DmUueHzqaSUvFqb57G587y8PBulhikK+1J5Hhk5ynsGD5G4hrnBegIh+OUXvsTzS5dwhU9ZKVFfMlmuaNSqGiLcfQPXK6GoAk2DtKUznE6RMDUSRtRsU8PWNWxDxdI1TF3F0lVMXcXUVAxNQVXhz6ZfY6pTQxAykEihqQqKwmoLRMhcr0UgQ0IpUVbtPPpISbJ/06XrB9FeGVmcm6pB1/cpmSneVT7IycIofigIQokXCrxArPZuEOL4AscPcYOod/yQrhfS80N6XrTc9QL8cO+PuQ8Uk5zal+O+/XnuP1jg3tEcpr67fnsaXZ9ziy3OLbY5u9DizHzUljtrKbHfed8ov/mZd/LAAw/wwgsvvCCl3LYDSyyiYmJiYmL2POcaS/zrVx7nQmuZhueQtxIkNQOBpOk59AKfkWSW+8v7+NmTj2xr8HqreXK8wk//wUsstdwt/81AxuKTJ0f41pMjPHCwsCvvBF8JKSW/N/4CX5w+zVS7hoJCwUqgqypeGFLzuuiKxsF0gR88dj/vLR/lc09O8LtPTlJpb/09uhqmrnJ8OMPdI1lOjGQ5PpzhruEM+eT11RLrBT7/5+kneb4yTcXpUPei+lmiP3AvWSkOpgv85L0f2JKT3QqLvRa/8fJXeKOxyLLTIWtapHQLISTLNajXNNRuCr9j0+3une9AzO4jY+vcMZjmzqHoWjjRvzZyid3x2+kFgulal4tLHS5WIjOM8aXIGGMrvwtHB1L81c89EouoNxOLqJiYmJi3H1PtGr8//iKna/NUvR5eGKCgkDJMynaK9w0d5vuO3Hdd6VS3mi9dPMc//sKrLM5ufxBfTpt80/FBPnJiiPcdK5O2dv/rlVLyl7Nn+dL0G8x2GzQ8ByElmqKStxIcTBf41MGTPDR4YPVvvEDwpdfm+W/PTvO18coV0yB3wmDG4o6hNMcG0hwbTHNkIM2RgRRDGfuKxhW+CPk3r/4NTy1MsNBrUbZTFK0EuqohZCTql5w2hqpzPD/IP7zvo4xuo27PstPh98df5IXKJapuFyeM5r4kdIOileRd5f38wNH7kYHG63NNTs81ObsQ3ZU/v9jedl2fmLcuCUPjQDHJ/mKSQ6Ukhwcis5FjA2kGMtZtLTAspaTe9ZmudZmu9piudZmqdpla7jJZ7TBT67GFgP0VURR47Z98Cx9477tjEbWeWETFxMTEvH251KnzzOIUDc9BUxVGkzneM3iQ9DUmuu8WOr7Hzz39J7xWm8d28iyO565o830tDE3h/gMFPnBHmfcdK3NyLLer0/4CIXhpeYYzjUWcMCCpG9xbGOHewvBVB3QLTYc//8YcX3ptnucmqjsaXG0F21A5VEpxsJTkYCm1OhDdX0hwtneJ3zn3DJc6dY5mS5uKdiElk+0ahqrxkdE7+AenPrztc6g4HZ5anKDidFBQGLBTvHfo0FWNFqSUVNoeE8vR3fvpapfJ5S6Xal1m6j0WW+5NEaMxtx5FgXLaYiRnM5y1GcnZjBUSjOYTfSfGJOX0leeQ3mzcIGSx6TJb7zHXdw+ca/SYqUUOgjO1Hp2bPAfsDz/7MH//uz8ai6j1xCIqJiYmJmav8uWZM/zW6aeouV2OZEtICcsVjYnzBrXqzqJKaUvnXYcKPHioyEOHi5wcy71lnP5WqHU8Hj+7xN+cXeKJ85VtpUXeKDQzwE5I0kmwExLbltgJgWVHy6YVGRmcri9yV36QX3vwk9uKRt0svECs2mLPNXrMNxz+5PwbTNY7qIGB8HU8V8H341TB24NENQSmKTmQT3OsmKeUsij3XRMHMhaDGYvBvpPi7bhhEoSC5Y7HYnPNKXCh6bDQdFlsOsw3HRaaznVY9t94fuU77+E3f+J7rltE7f4Yf0xMTExMzNuIpxYmWXa6DCRSQP+O8kBIeSCk2VC5NGkwP6sTXoeRQNsNeOzMEo+dWQKimkF3j2a5/0CB+w7kuW9fnv3FxG1N49kphZTJp945xqfeOYaUkvGlNk9dqPLsxSrPT9aYqfdu+jmEnk7Hg05j8/2KEgkpxbB5wRL8g8kXePfo2OpAuJw2KaejwXHCvHUi19TVKKJWjKJZE60qX5V1Gs1ljucHUZVo4CsE+F4kpjxPwfei9UrHhVDjSHKIkpGJXOecgJbj03YC2m6wKx3mbhWaqpA0NdKWTtrSSVk6GVtnvLNIPWiTTxokTBXdAMOQa82Met2Apu+w1Ovw/tFj/OP7tz3u3zZSSpq9gGrXo9px19mrR1brlbZLpR1tX2q71Lrero1m6qrCkYEUJ0ay3DOa5T1HSvzmTh7vhp1ZTExMTExMzI6puV1cEaWyvZlsTnD3KZc773ZZmNOZu6RTq2pscB3bBl4oeGm6zkvTdfhatC2fNDg5luPesRz3jua4ezTLwWJyTxavVRSFY4MZjg1m+OH3RDbV8w2HF6dqvHypwSszdV651KB5i+cJSangOgo4Jk4Lnqx0ePL1s5semzRUigmdYkKnkNAp2jqFhEYhYZC3dfIJnbytk+v3WVsnaaiomsZ6uzpFUUBVQVWvvKxujFzU3B5uGJDQjQ024qoKli2x7I2j5aTr0vY9vvnwQf7u8c0H+EJIOl7Qd6wL6bjBqpud40eOdm4gcFf6fvP7bnh+uNIkoZD4oUBIiR9KhJC8WJmh7vVQpLrunJX++y4JpQQkK7tEfzmlm9i6vvaWqZJABPhScDRX5GRpOHIH1FUMre8YqEWugbahYhsalh71dt9pMGlGyylLJ2lG+998g8ILQz77tc/zam2Bu6+RtgqQ1A1cEVBzu1c97s0EoeiLWr9vob7W6t2V3qPejdZrXY9aN9oW3Oz82BuMqsDBUoqjA2nuHIrMMe4cynB0MIWl37ibErGIiomJiYmJ2UVcqebNenQdxvYHjO7zeWlhiWJvjEJvhOcma1uyR78a9a7PE+cqPHGusrotaWprDl3DmVXHrq2610kpwfcRno/0PeSm/frmvWk9agQB0g+i9SBABuu2BcG6bWG0HIZvWg8gFJwIQ04EAd8fhogwZF5JcN4sMG4VuWAXuWiXmLPzCOX2zx/r+oKu73GpufX0J02EpP1e1LweyaBHyneiFjgkfYdk4JAMXBK+SzJwSAQuycDFlgEJ4ZMQASYB/1BKQgUUTUNoKlJRol5VEZqKUPtNU/EV8BWFUupLTGULoOsouoGi61EzdDAMFMNA0Q2ShkFqZX19M8213ox6NW311y0U00a1TBTLipppReuGwd95/DxPLkxgqDoJfeMwNxCCTuBFpiX9mwK+EGiKwpH8IEOJzIbjq26Xtu/xbUcO8mN33bvzD3MTVEVB2eQmiJQgBYQhhKFCGEIQKLg+OM0kM57K7z09RceNInxtN6DjrtWdajn+hv6tGAEspUwOlSMzjMPlFEfKKY4OpjlYSt5QsXQlYhEVExMTExOzixhOZknqBk3PpWRf2SQAooKgqYTCAwdN/vlD76Xe9XjszBJ//cYiT5xbotb1b8g5db2QF6fqvDhV37C9KBwO+U0OuDUO9Koc6FXY11qk2KmB5yHXtd1MEXio31ZwVZ2Z9ABTmSGmM4NcSg9wKT3IbLqMo+9uk5JQ1WhYaRpWekePo0iBFfrYgYcdelihj7XSBx6W8LFCH3O1BRgiwPR8jMUQM/QxhIsuQgwR9PsQvb+syxBNCHQZoosQTQpUIdCkQJMhqpSrvSoFar/ekyolipSoRL2CjGSIpvEzhs7/qIJraASGgWfoUTN1HEOjo6n0+uuurtMxDHzToJyvQCKJb1k4polvGrQDj1IyhZ5yOWMtEphWlMoooppR66NiK8vro2ZuIPBXo2krETaBE4SrdaV6Xsj5eoqme5AnpIYUCqIvmqS80g2VNM8Azzz3yo4+392OqansKyQYKyTYX0xyYF07WEqSucVFs99MLKJiYmJiYmJ2AdL3Eb0eH1DSTNQdGs15RvVkNCD1fAzXQ+/3huejux69dot0CHfZLzH9O19EOD3u6zmcchx+stfjjJ7nheQoL+UO8Fr+IK5+fXWPrkRVtalaNi9Yg7DOF8EOXEbbFfa1lxjrLDHSXma0U2Gks0zBbV1n8uGtxRIBR5pzHGnObdgugaqdZTZVZi5VYi5VYj5ZZD5VZCFZpGbffoOIG4VUVBzd2vWi8c0oUmxYl1uJKHr9tglPvtECnt3xeV0ZBbix1+ZeoJw2Gc7ZjOQSjOZsRvOJ1ba/kKCctnZ1GnEsomJiYmJiYraJFALR7SI6nc3bhn3dtfVuF9HrbbqOH0WNcsBPXMc5tTfZdpRJjvIynwZ8ReN8fh+vlg7zavkIbxQO0rRSO3gXroyjW1zIj3EhP3bZPjtwGe4sM9KtMtxZZqhbY6hb7bcayeDWu+ltBwUoOU1KTpOTyxcu2++qOkuJPIvJAkvJAkuJPEuJHEuJPBU7z3IiS9dI3PoTfxuxJdEUc9PIJw0G0pFL4GDG7jsG2gxlLYazNkNZm8GsdUtS7m4msYiKiYmJiXnbIMMQ0W4TttqIThvRahG224hWG9HuL7c7iHY7Oq6zbr2zru9ub1L3bsCQISdqk5yoTfLp848hgZlUmTeKBzlTOMCZwgEuZkcIbnIxYke3mMiNMpEb3XR/2usy2K0x2Ksx0Ksz0K0z0KtT7tUZcBoUe00MuXvnd1giYF+nwr5O5YrH9DSTZTtLtd9qdibqrQw1K0PdTlOzMjTMFELd2wPNmL2PbaiUUhbFlEkhZVJaaWmLUsqknFlzkyynLUx9d4vYrhfQcUMGMjuLsMYiKiYmJiZmzyB9n7DZJGw2IwHUbCGajahvtwgbTcJ2C9FsEbaaa+Ko1UY0m3tS/NwsFFgd7H90Oqqr6Csak9lhzuX3MZ4bYzw/ysXs6A1PA7wabTNJ20xuGsWCKFUr77Yp9xqUnAbFflSo5DQp9poU3CZFp0XObaNxi1zFVhzuVlzwNI1QSgIkQgEBSEVBKoCioqgKA6rLARqoXgt8BVr9x2GtF4pCW7NpGAkaepK6kaCpJ2jqNo1+39QTtHSbtm7T7Pe+Gg/vYjaiIEmpkDFVcgmDXMYmn0lEywmDfNIkn4yWC/3lYsqkkDT3RC25rhess1zv963Ifn2p7bLUWmsdL+RdBwv8v599eEfPGV9lMTExMTG3lNVoUKMRtXqdsN4gbDYQzWYkhFb2NRuRIOoLJxmLoJuKIUOONWY41phZ3SZQmE2VuJgbZSI7zGR2mInMMHPp8m1xr5OKSs3OUrOznGP/FY9TkRRNhZIJZUulbKuUbI1SQqOU0KOWMikmdYopC8vUQdNQNA1UDUXXIttv7U29qkbH9W3BV23CN6Hmdnli/gIvLs/Q8T1MTeNIpsQjI8c4nCnetHpcjh/S6Pk0ez5Nx6fpBDR7Pu2+c1t7pXaTG9J2fTpuGNVwcgM6/bv0XS/EC8W1nyzmpqGJEDv01ow9Ao9E4EYt9Eisc1VM+tH2lN/rr/dIra47JH0X9U03FZRkEmNkBGN0FGNsFHPfPox9+zD27ccc3I+WvT1pp0JImo5PteNFVusdn2o3qktV6/fVjruhXlXP3150evEGFOGORVRMTExMzHUjHIewVusLoTphrUawsry+9cWSqDcIm012bTXGtziKaaLYNqptR71lbegV20K1bBTLQrUtFMtGsUyGbJv7zchiWrWj3tMMJgODi57GxS5c6Egm2gETTR8nuP2fr0Ch4kHFgzNtQRQPunI9qLQOBUOhYEJeh7wBeUPpL0tyhkJel+R0yBqQ08FWuVwIKQoQFRvSFHhEUfiwooGaiva1eygLr9FRVBRN3VijSdX62/q9pqPofWGn6yiahqLrG5YVw4jW153HSq2ioay9o/cwCAX/8uXH+fLUOUxM8kaKMGTVPU6IyH5bhOAFgsVul0Ery4eG7gCp4oVhv7aTXHOrCwWBEPiB3OByF4h1dZ9EVM8pFGtNSPp91KSMTD62a+kffTqSFfmv9Z391L7rn4qInAD7LoGqCNHCEE0EUS8jF0FdrDgKRo6DhgjQxNqyIUKM0I/cCkWAEUa9GUaOhsa6ZSv0sUNv1eVwRTjd7LRV2e3ijY/jjY9vul/L5zEOHsA8eBDr8GHMw4cxjxzBPHQI1bx2dNoNQpq9YLUeVbO3rh7VSp2qrk+9F9WlanQjsdTo+Tf9X8Riy4lKL+yAWETFxMTExACRWULYaESiqFolqFYJqzXCWpWgViOsRSIprNUIalXCWh3Z693u037roKqoiQRqMomSTKAmktF6IrH5up1ATfTFUCIZLScSqLYdHbMilhKJNZGkbi1yJKWMajE5DsJxIptyx0G4LrLfNM/jTsflDrWHVF2E4SKTHmHWY6EXMunAtKsyFRhMhwaXhMUsNp6yO1OD2gG0A8n0hq+0vMJyhBH6q7WYMn6XtN8j1a/PlPKd1fWUH9VmSgXOukiBgx16N86psC+oohpM+ro6SxtrLqmmGYlj00SxzOi7YVprAtq2I6Fs27Q1BTn9Kke8DiPFMsK28C0zakkDzzKR2trnqbS65AzBQ8d1Pr7/+I16ZVtiZUC8Mi6WbCxBHRXR3dm7LX0/MoNptxHdbjSHstNFtFtrcy3b61KIWy5hqxWlHnebUaS91YrU5y5GAq5m0u2FdM/P0p2s0nvydTqGTVe36ZhJvPIQTnmIXr5ML52jY6VoS42WG6wKJjfYva/T8QUtd2dFtmMRFRMTE/MWRjgOQWWZcLlCsFwlWK4QLi8TLFcjobS8vCaYarWosmPMllASCdR0CjWZRE2l0JIp1NS61t+uppIb1xMJ1FQq+vtkCjVRDTWxAAAgAElEQVTZF06WteVBnhQC2eutOf11u4huD9HrElSr0b5utF86a8vC6SF7fWHU6yEcZ22b6/R7F+k4Oxro6cDRfluPQKFmZ5hLFplPlVhYZw2+kCxQsXN7ykjB1wxqmnHdtuaqFCT9tZSsKD3LIxk42IEXFb/tp2/ZYZTKtT61yw5XlqPoheV72E4bTd64wet3XWN/oGv4tolnWfQsg65lkCv8BZeGxtDSadRUGjWTRstkUDNZtGwGNZNBy+XQ+r2STO5Y4Kz8/U3KkIwe2zCi887lrvsxpBCIToew0Yzmc66mNa9Pb66vRfhrNYJaDdFsbnwcIFA0PM3A1QwczcTVDVzNXF13dHO1dzWTnm5t2N7r29d3dYuebtHT17ZtOVW3A3QE0aS+vcVic2cpfbGIiomJidljSN8nWF4mWKoQVJYIlpYIKhXCSoWgskxQqURiqbKM6HRu9+nuOtRkEjWTiQZ2qfTa8sqAL51GTaeiQV8qHQmkTNSr6fSqIFL07f0LlUGw6vAX9h3/grm5NUfAFUv0dhvRjZbDTgfZ6RJ2N/ai19uTKZEqctUE4t7qxGX7QxSWEzkWE/l19uBrrZLI0dxhAdndhFDUVSONG4kmwtWiuGbYTxsT/oZUsvUpZUY/3WwlDW1lm76amhb0i+Supa9p/WK5q2ltnkB3QpLSwZ+bYvK1iXUFcwWaWFc0d6U47grrxImWz6MV8uiFAlq+gFYsohcLaMUSerkU9aXitq+/7SBXUgmlRAgIhNiQWhgIGaUh9rf7YZSWGIgodXElRdEL19IVvSBa99YV4/VCDS/I4wZZPGsMtyDwsgJ3JNxQoNfxBY4XrLVA4IWScE9UXNt96KrCQMai68WRqJiYmJi3BNL3I0G0uIi/uEiwGC0HS0ur24OlpShi9HZFUaK72NksajaDlsmi5XL9O93ZtT6bie5yZ7ORSEpnIiGUTkfzS64D4bqIZjP6DJr91Jz1LoCt5ppL4Mr2dmfVRj02xbg2GpLBXp3BXh02EVkAnqpRtXNUEjkqdo6qnd1gF75iGd55G9diClWNrprY1fWoVBGuzkNS1osrGW2jLVFbEmVaAl1U2QEmUfp5eoqibDT90FQUVUOumoOokSNif+6UXDePSkiJENG6kH2xJFmdi7U37k/EAmo9uqpQTEVW66V01A9kLMrrlgcyFgNpi0LSvCFFfGMRFRMTE3MLCNsdgvk5/PkFgoUF/IV5goXF/vICweIiYbW6J6ML14OaTKLm+3eds7m1u9C5vijKZvvbs9FyLhcJonR6y/N6NkNKGc1lqNUIG40oTaaxSUpNv0XpNn1nQMe5ge9AzPViipDhbpXhbvWqx7mqHrn4WWnqVoaaHdVgalgp6laGupWmbqZpWClaZjIu0HqLEarGDZ0xE/abL7magUjM3iBlahT6FuuFlEkxaazWqFrpi6lIMJVSJrmEcdPcLq9ELKJiYnYBy3M1Xn3iNO16B03XGD48yD3vuwvDNG73qcVsAeG6BPPz+HNz+LNz+PNzBHN9wTQ/hz83j2i3b/dp3hw0bTX9RsuvpODkozScFZGUz6+l6fTFkrIFZ6etIH2/b3rxZjOMGmG9RlBdm1ewMsdAet4Nee6Y28SKccKKU91qr6Jo+qoFuaGpaFKQQyLUHprmk7Z6GLqOomgQqChCAUch1DSamkVDtWmoFg3VpKFaNFWThmKwjE5VarQUk7Zi0lUtWopBGAuvmJgrokpB2lszW0n7PTJed2Pvd8kRMPyB93Lw05+iPFImnzR3fcFeiEVUTMxtZWFyiS/957/mjWfO01xu4bs+iqqQzCQojxV56Fvv55t+4P1o+t6ZaP1WRHQ6eDMz+DMz+DOz+LMbW1ip3O5TvGGoySRasRjNQygU+suFaLlQRCsUovkJ+TxaoYCazd7wu3+i14vmdfVbuLwcmWNUoz6oLhP2jTHCRuOGPnfMOnQd1bIITYOupuBoKq6u4uk6oaEjLRPTTjCcLzOQLWx0ezPMNWe4viucYpqoponsp18pmhYVp1X7M2RUte8OHtmDKxClZKGsbYfI8EIIpJAgV5ZF3zxPEgrB04uTvFabo+72cMIACeiqRtqwOJwt8f6RIxQTaVBUUKO0sMH1NuN6VCtqxmnx6MI4bruGLzoYikLB0ElYNgPpAg+P3cVD5WM0nY02zit1mZqOT7MX1WRqOQEt1+/XaApou8Gudi+LeXtj6SppSyfVbxlbJ93vU4TY3SaJehW7Mo81O4U5PUHKafddKbuk+oYpW/7vMPkC6h//Xxg/97MYn/nMzXxpN4xYRMXE3CYmT1/ic7/0/zD1xgytapt0PoWVtJBCUJmpsjBZoXKpyuz5eX7oH30PuhFfrjcLGQRRFGl6Gm9qGn/mEt6lS/iXZvAvXdrbc5A0Db1YRCuV0EsltFIR/U0TtNf6Iqq9s7oyV0JKGRkpLC6uNn/9fK+lJcKlSDTFZhhbI0BF6CZ2uYCRSaEkk5HVeTKyQlcS9jpb9L7VeSKJmkxEdaASSRQ9qpKjICOLaNHvwwDpebw6O8HXp8/SaTdRXI+sBMsP0Xwf4bhYgUdveQ6/2WBANSMrdNdF+h7C85CeH1ml+360z/chuPmpVgf67Up0+m0rfLjfrkRDVVEti6JpUrKsyGXRMtfZhdsbP4tkEjWXRE0lCRMpenaKrpmkZyXomQm6uo2jm3QVna4v6HprhXC7XkjXD+l5IV0v6PdRc/yQnh/12yydFLNH0VQFW1dJmNpqbbCkudYnTY2EoZMwVVKmTsJc2a6Tsvq9qZO0NFL9bRnLIGlFkdztIH0f5+xZnFdepffSS/RefBFvcnJbjyHabeb/ya/QffZZRn/9129YxsLNIh6VxcTcBlq1Nv/ln36e8ZcnUTWVI6cObog2lUaLdJs9ZsfneeGvXiE/mOM7f/zjt/GM9z7C8yKRNDmJNzmFNzWJPzWNNzWFPzu756y9tXwefaCMPjCAVi6jlwfQy+VoW7kciaZyGS2f39Ecoq0gpSSsVvFn5wgW5vvzvuajuV4rc8CWlmJjBVhz+Ev33QDT61z/0ivW6Cm+/lenOX96nnrbIzs6iJJIEKgGvqITKDqB51GbmCetK5wYGeU7f+xD0O1ETn+t9prLX7OJPzfbd/7rRq5/3W5/uQu+f9XzLQCf2OJre7t+ukrfbj7cYc20RL8VVzaoauQQ2U+L1fMFtEJh7UbIUAmtXMYYHEUfHFyNCkspI2c3X+AEkeCKHN4igeUEkTOc40fbV5b9MHKBW18g113nJOcGIctOl8Vuh5bnEYooEKgrGgnVxNYMQhEVv42c6uRlrnYrznZ7AVX2i+5KiSaiAruaFOiaip5MYKaSaKoSrasKhqaiawqGqmLoCrqqYmgqhqb0exVTj9bN/vJq01QsQ8PSVCwjWrcNDUuP1i1dw17to2Xb2L7QuZkohkHinntI3HMPhc98PwDB0hKdZ56h89RTdL76NYL5+S09VvOLfwG6zui/+Be3fJ7TdohFVEzMbeDZL73E3PgiUkpGjw5t+iORzCbYd+co02dmeO6/v8SHf+B9ZIuZ23C2ewcpJcH8PO6FC3gXJ/AmJvAuXsSbnIyE0i4vcAh9cTQ0hD44iD44gD44iDE4iD4wsNbK5Vt6h056Xn++12yU0jg7t7Y+P0cwN//2mGekqpG5RS4buQJmM6jZvuHFah2czKoBxmpdnEzfRj2Z3OAMKDxvw1ytFVOL5XOT9MYvMNCucTxnYrcrGE0PM3QxhYch/ChFRieaP/8izP7E52/TmxJz01gpft1o4E9OXfNwJZHAGBrCGB3FGBvD2L+fxIED5A4fwjx0CNWybtiptX2XTuBhqhp5M7Htge6KC57oW4ivOOTJvkOekHLVRY9Vd73+OhB6HqJf586vLEf17ipLBEsVwsVFgsUFgqUKBAFK305dkTJa7vfqunVNSpS+YNrUgn0T9MFBBn76p8l993ft6oH+7UQfGCD3yU+S++QnI3H/xhs0H32U5he/eM3vdPNPv0D2E58g8+GrxYFvL7GIiom5xYRhyHP//SXqiw2GDg5c9cfXTlkkswlqiw2ef/QbfPgz77uFZ7p7kUGANzWNO34eb3wcd/xC1E9M7N5oh66jDw5gDA2jDw9F/dAQxvBQXzQNoQ8OoN6G9AUpJWGlgjc9HUXrpi9F/UyU0hgsLLylXAMVw0DN59DzebRcZIqh5qJ1dcUlMJuLjDH6zoBqLhcVyL3K9Sp9n6BaI6gsES4v401fiuZxLVejeV21KmGtHs3lqtWiSNAVuBfA4O0b3onZNrLXi24cTUxcvlNVMffvx7rrLux77iFx6iSJU6dQU6nreq60YZE2rl+UqaqCuiOL7gQM5oDDVzxChmEUBZ+ZwZu+1M8+mMKbmOz/r9hZ5DBYXGTuF3+R1pe/zNj/+q+u+718u6AoCvaJE9gnTjDwUz9F77nnqH7u/6b15S9f8W9qf/AHsYiKiYlZozZfZ3m2hggFicy1559kSxnqi00mXp0C3l4iSkpJsLCAe+YMzpmzuOfO4Z47h3fhwq6LfGgDZYyRUYyREYzhYYzREfThEYyRYfShYfRy6brrE90oglptLUI3MdFPbYwGFlcb0O921FyuP++ruMEAQyvko+0rRTv7zoFqKrmtO8cyDAkqFbzx8b4d/dLa3K6ldcWOa7W3lNiMeQshxOr13nr00WibrpN4xzvIfPgRsp/4BMbY2O09xxuMomlRVG50lOSDD27Yt5q1cH4c9+xZ3LNncE6/gTs+vu3U7vZjj3Hpp3+G/f/xt2566vRbBUVRSD74IMkHH8R5/XVmfv7n8c6PX3ace/qN23B2WycWUTExtxi35yFCgaZrWxrI6bqGCAWec/W5C3sdGQS4Fy7gvP467unTOG+cwX3jjd3hvqaq6MNDmKNjUZrM2BjG2OjqP2h9ZOS2RJA2Y1V4njvfj9RdiNIbL1zYOwYZK2YYK3O8SuXI+GK175tk9B0EFWNnpQBEtxvdrZ6ZwZ+dJZidXUtZnJ8nWFzcc3Pmdj0rNuXrGoYeWZRrGugaim6s2pWvFlVVVVDVyM5cUUCNHP5QFc41K1ScLrZuoKnKhoSs/5+9946S5Lrvez+VuzpN98Sd2dmM3QWwWBBYACRAAiAIijLFJAZREk1SgihZlA4VLMv005PlI8nH4fn4yTrHst/TExVsmZZIiZQtUUwSAZACiEAiA4vF5p2dnDtWV77vj9vdM7M5TN76APfcW7equ2739HbXt+7vfn9KKyaMZliXENR9j7RusDfbhYWCiCOIBY7XYKw6TxxF2CgoUYwWRahRjBpFsh1GaFGMFoYy+etGJAxpPP88jeefZ+p3/hPZdz5M76/8CtaePWs9shVHURR5w6u/n+wD97f740YD9/XXabz0Es5zz+N8//tXlJ6i/uSTVL/5TfI/dKUrCBNaKJcKM13jG4+XIxFRCQmrjJ1NoRkagR8iYoFymazZgR+i6Rp2dmVc09YCEcf4Z87QeOUV3Fdfw33tNdyjR9c0manW0YGxfTvmtkGMwW0Yg1sxt23DGBzE2LLlui/UV4K40cA7dkwKzqNvtGfr4kplrYd2QRTDkGu6ensXyuK1Xr1yvZdWLC77Hd2oVluYhRsaWjAWGRnZVBb1V42qLrj5pZvufakUZQ1O+jXqhoaVThOaBoFpEBoGoSktzkPDIDR0QlNnMvBQLIv37r2Dewf3tW3NVdMEo1nrBqppSAG1AmtI/uKVx/n68BG6Umk6TPuSx8ZC8Pr8JDcXevndez9IwVo4/lRllv/2/NcZqs2zv+PSIdcIwWy9QuR5fGTrLXxs+0GE6xK7HsJziV0X0WgQux5xQ5p5CMchdhrS7KNlBlJrGoHUqkSVqkzufJ1GFVeFENS+9Sj17/wD/f/u39Hx/vet3rnXEaptk77rLtJ33UXXT/80IgxpvPQS1Ucfo/L1r1/SGKHyjUREXQ3h9DSzf/iHzP3Zn1/U4MY+eHCVR3V1JCIqIWGVKfYV6N/Vy/jJCWqlOrnO7CWPL01XKPTm2Xf3xr07GNXqNF5+icaL0va08corxNXqqo9D6+7G3LEDc/t2We/YjrFtO+b2bWj5/KqP52qIfR/vyBEar7wqRefrh/FOnlo3ZhlKOi0XtTfDF9thjH29GH1y3ZdWLK74Auy4Xsc9dgzv6DG8EwuzceHU1Iqed7UJFJ1AM2nEGq7QyPb3su2OPajZXNvpT8vmUDNp1EzLAVA6/0kHQFuu8TLNC/5N5jyH33v2Kxyen2B/oQdDvfgd4UjEHJmfYn9HL/vueSd2pmMlX/pFOdjZz9NTZ5h1ncuKqLLfIK0b7Mp10WEuvUG1PVukz84xVJunHvqXXPsjgJnQY2u+wK0792P09C3HS5HP7fttY4moVJJJpefmF/KlzczIUNJmaOlyhDiLIGDs134Na89uUrfeugyvYmOj6Drpu+8mfffd9P7KP2X0X/wfVL/xjQseG87ewDdjrhAhBO5rh5n/wp9T+crfXvYzW/zEx1dpZNdGIqISElYZRVF483sOcerVIWZG50h3pNEuYlNam6/juz6dW4rc8fBtqzzSayeqVnG+/xzO976H89xzuK+/vmoX+4ptY+7aibVzF+auXZg7dzbrHWjZSwvW9URUKuE8/zzOc8/TePFF3MOHZY6dNULr7JSzcgMDi0p/OyRG7ehYdYeq2HVxDx+m8fIrUlgePnzVeUnWFFWVSYsXl44OPM3iqUePMDZeJ9Pfi0hn8DUTXzUJmrVQVAIvYOj1EQb3DfDp//sn2HrnxRfZXy2dVppD3YOMOmUmnCqDmYv/fScbNXKGxYHOLWxdIwEF8La+XfzV6VeZcKpUA4+cYRF4IV7DRwiBbuikMhaRiJls1BhId/BQ/57zXpeuqjywZTenqrNMOFV252WobiMMCEWMAti6gaFqzHsNQGEg3cEdXVe2pmjOcxitl4lETM6wsDSDObeOQNCVyrA1Ld9rxTTbs7SXo51mYHxCOmiOjOCfPStnXk+dIpyevvI3MoqY++//nYH/8B+u/DGbmGBigvJf/w2lL35RurxeBHPHjlUc1cbCHxml+o2vU/6br+AdO3ZFjyl+/ONk3vzmFR7Z9ZGIqISENeDQDxzk2a++QKPqMvzGKH07epaE68VRTHmmyszYLIN7B3jox95GKr189rTLjYgi3FdfpfbEk9SffJLGa6+t+BoSNZ/H2rMH66Y9mHv2yPbu3ej9/RtycW/s+zSee47ak9+l/vTTeG+8saomBYplYWwbxGzOzLVDGgcHMbZuRU2nV20sF0MEAc6LL1L/7lM4zz5L4/Dhy+Y5Wm20jo5m3q5z1nEVO5u1NL7QO4syr89FPqsvdP0to19+hsmhaXp35MkVF5wBhRA4ZYeJM1N0DhS55d697Llj57K/lvdtv5VX5sZ4ozTFcL3EFjuPuWiNQhBHTDZq1AOffR09fGD7gWUfw9WQNSzes+0WqoHLiblpUtWYeNYjDpvfRZqCnjXxOnW68jluLvTylt4LX/g+PLCXJydO81IwymtzEyiKfL1CAApoioKhakRxzL5CLx/ceRv6Zb53jpam+PvRY7w4O0It8Kn4LtXAIxYxGcOiYKZI6yY35bt5x8BNvLVvF+oV3phQFAW9uVbQvu38v0NULuO+cRT38GHK/+t/4R0/fsnn806euqLzblb8oSGqjz9O9VvfovH8C1f0XVz48IdXYWQbg5adee3b36b6rUdxDx++qsd3fOhD9P36/7lCo1s+rltEKYryCPAnlzksFkIsiQVQFOWtwG8A9wIp4ATwx8DvCSGSFbwJmxrLtvjJ3/5R/uQ3vsCpV84wdnICTdew0hYijqmXHexsim37t/LQj76VB3/k3rUe8nnErkv9u9+l+vffovad76yYaYFiGJg33URq3z6sffuw9u3F2rsXve/C+bU2EnG9TvXb36b6d39P/YknVt4hT9cxBwflzNyuXc2QRhnWqPf1rUvxKaKI+lNPUf7KV6g9/u01CQMFKdqNvt6lIYqL13R1d6N1dy+bwcgP/8K7adRcXnj0FWZG5pg6O0MmL0PUGjUXRVXo3dbNLffu42O//uEV+bewPVvkM7fez399/UmGayWOladJN2dgQhFTD3wKps3+Qg//ZP997C/0LvsYrpb3b7+V7333VU5NOcxZMWFOoPsCRSiEugDVIz3hkZpU+Zm778LSLnwZlDdTfHLvXbzwzAj10MeLwqZ/hdLOV6SpKhnd5LZiPw9s2X3JcX19+AhfOPkik40qZd/FjyPcKGgLs5LfYMbVsTSdkXqZI6VJXpod42dvvm+JcL1ahBAEQ0M4L76E89z3cZ5+5pKzKS30LcsXlrgRCOfmcL7/HPVnnqb+1FNXlJdrMcWf+CTpu+5aodFtDMLpaerPPEv9qaeof/e71xRCrdg2vZ/95xQ/9rEN8fu+HDNRLwG/fZF9DwAPA19f3Kkoyg8DXwZc4IvAHPB+4HeRHs4fXYZxJSSsa4p9BT79Oz/BE196huf//mVmx+cJvBBFUege7GLXbdt56w/fw8EHblk3XybygvZpyn/zN9QefXTZL/rVbJbUrbfKXBK33oJ18y1Yu3etS1OHa0UIQeOllyh98S+ofPObK7J4XDFNzN27sW66aclMnblt24Z5L0UUUfryl5n9g88RjIys7MkURebsarkubt0qwxX7myGLfX2rngNGN3Q+9usfYs8dO3n2qy8wemIcz/EQAgq9HfTt7OHN776Tt37wHgxz5f6mBzv7+Y0738XXho/w3PQw836DKI7RFJUd2SJ3dW/jh7bdzK5c14qN4Wp45ivP4/3JMbrCWex7CngDFqEBKKCGYMxGpF4s0T1R52tnv87P/F8fR9PPFylO6PPFUy9hqBqWppPSdKI4Rhr+yRxHrVxHr89P8Nz0MHf3bLvgmJ6YOMWfn3yBk5VZipZNzrCYcevEQpDWDBRFxYtCYiEwVY28aXGmNk8gYixN55/cfGU30UQU4Q+dlSYzR97APXwY97XXrsnhtPCRj1z1YzYKIo7xT52i8fLL0oXvhRfxT55vr32ldH7qU/T+819dxhFuDILxcZznX5Di/PvPXdd7iKKQf8976P3Vf4YxMLB8g1xhrltECSFeQgqp81AU5elm8w8W9eWBzwER8JAQ4rlm/78CHgN+RFGUHxdCfOF6x5aQsN7J5NO8+1MP885PPMCJF89Qm6+hmzpbdvbSv3v93AkMZ2aY/+IXKf3lly7pTnQ1KJZF6tZbsW8/SOq2g9gHb8PYvn1dzoYsF/WnnmL6P/8ejZcu+JV5Teg9PVi33kLq5ltI7d+HtX8/5o4d0jJ6gxJMTjH6S79E4+WXl+9JFQVjYGBhndz27W1jEWNw67qxqF+Mpmnc9/67ufd9dzH0+gizY3MAdPTk2XVwO9oq2f8OZgr87M338WO77+BYeRonDEhpOns7eui01j7Ms4XrePz957/D2PFxbhrsInfUpjoGThpiFSwPCiUV4XYyNDLC0edO8OoTR7jjHeevN3187ARHy9O4UcCbOvsBhWroEcUxqqJg6wYpTWe6UWOoNs+XTr/Moe7B88Lv/Cjiy6df5kx1ji12jrRh8kZpikYUkNYNNEV+3+mKQT0MqAU+XakMu3OdnKrM8uTEKX5g6z525Trbzxm7Lv5Qc73T6VN4J0/hnTgh8+d53nW/j52PPLKuE5xeDSIM8YeGcF8/gvv661JYHj5MXK9f93Obe/aw5V/+Opm3vnUZRrq+iT1Pvn+vvELj5ZdxXnyJcHz8up9XMQzy730vXT/9Kay9e5dhpKvLiv3KKopyGzJUbxT46qJdPwL0AH/aElAAQghXUZTfAB4Ffh5IRFTCDYNhGtzylvX3BRJMTjLz+79P+ct/dd3OT3pPD/Zdd5E+dCf2nXeS2r8fZR1euK4E4fw8E7/5WwtJLq8RraOD1Jtuxz54O6mDt2EfOHBFi843EnGjwdmf/tQFEy9eKfpAP6l9+7H275ezcXtvwty5EzW1MdMEKIrCzgPb2HngwjMdq0WHaXNPz/Y1HcOlePnx15gbn8cwDfJdOQDyVVmWYOp0DRSZnyjzva+9cJ6IioXgO+MnmXFr9Ns5tOaNnYJ5/uenO5VhxnMYrpV4bW6c27uW3kV/bmaYcaeKoigULZsxp4Ifhxiq2hZQIP/GlqbhxxGzjTrblJjceImuw2c59uQRLFdIS/7h4WW5eL0QWqFA72c/S8eHP7Qiz7+SCCEIp6bxTsiE7N6x4zKJ7vHjyyIsF5M6eJDOR36S/LvfveYJ1FeC2PPwjh1vi87Ga6/iHTsOYbhs5zB376bw4Q/R8aEPoXetj1nsa2Elb1V+uln/0TlrnB5u1hfyiPwHwAHeqiiKJYRY3k9+QkLCFSF8n5k//ENm/+Bz15y7SevpJvOWe8nc+xbS99wjZ5nWSVjiahKMjjL0yE8RDA9f9WONgYFmVve7sQ/dhblr56Z/D0t/+aWrElBasYh9553Yty8IS61QWMERJqxXjjxznMpMlULv5dMV5LtyTA3PcubwMLVSnWxhIVxzqDbPmFMhEvEl7c1Bip8uK82c7/D87Mh5Iuql2VHmfYcuK42iKJS9BqmKQ7/j011x6CzXKZbrdJVrdJZqFEs1ust1zHDp0vCVTDlu7tpF4Ud/lMJHf2TdO5iKIMAfHsE/cxr/9GmZSLyZUHwl8+PpPT3kfujdFD74wU1l/R7OzuIdPSpzDL5xBPfIG3inTi2rYGphDA6S+0c/SP6H3kPqwK2b4rdsRUSUoig28AkgBv7wnN37m/V5HodCiFBRlNPAAWA3cOQy53n+IrtuvqoBJyQktAnGxhj5xV+6ajcddJ30XXeRffBBMvffj7Vv76b4krweRBAw/Au/eMUCSkmlyNx3H9kHHyDztrdhbl+/d/1XCuf737vsMcbWrXT+5E+Que8+zCrFS9sAACAASURBVJtuuuE/ZwmSesUh9CPM1OXXiKmaim5ohEGEU20sEVG1wCOMIyxVv6LPlqVpBE6DaHSchveqzN80M0M0M8OuN17mkfERuqsu+UqddLmKEa69d5Z16y1kH3yQ3LveRerW9XVBG/s+wcgowfBZGbZ49iz+2SH8M0MEo6Mr7vzawtq3j+zbHyT7joex73jThg41jyoVvBMn5UzdiRPt2bpodnblTqqq2LffLt/Dhx/G2rdvXX3OloOVmon6UaAAfFUIce7VQyuJxMVurLT6k1uJCQmrjD88zNAnPkk4OXlFxyumSfbtD5L7wR8k+/a3r/uEtatN5RvfxDtyyXtB8j1858Pk3/Mesvffj2pfOknopqe1lkvXL3o3NBgdZfq//Feqjz1Oav9+rH17MXftxty1E61Q2HQ/1AlXhmkZKJpCFF0+J50QgjiKUVUFw1oquoxYkK05iNk5Bqbq2DWHVM3Brjewqw52TfbZVYd0tU6qWiflynDnM+ecZ2ezrCWKYWDdegvpO+7APnQX6Tffg14srtl4RBAQTE4RjI0SjI7JvFbDwwSjo/gjI/L3ZxXTO7Qwtm8nfc/dZN7yFtL33ovRu/Zuk1eDEIJwYkLO0J0+jX/qNN6pk/gnTl5dnrDrwNyxg/S995K57z4y992L1rF2eeNWg5USUT/brP+/a3hs69fvsv+ChBAX9JNszlAduoZzJyTcsIggYOQXf+mKBJR9550UPvJhcu9+97oP/1hL6k89ddF9Wk83XY/8FIWPfDgJP1tE9u1vxzt+nLhSvaRFblyp4DzzDM4zzyzpV3M5mRR4a9Ndb8sW9C19C1bkPT2omUwitDYhW/cNkO1IU5upUshoGHGAGfsYUYAR+7IdBxiRj9pwOJCq0FsdpfzZX2a+UiEul4kqFUStxkb1WlOzWay9e7Fu3i/NZg4cwNq3d9WMU4QQRKUS4fg4wcQEwfg44cSETAI8Pk4wNiZ/Y1Yp+frFUFIpUgcOYN9+O/Ydd2DfeceGEE2t9zcYGsIfGsI7c4agWftnhhArnSZjMYqCtXcv9l2HSN91twzb71v/7+FysuwiSlGUW4G3AiPA1y5wSGum6WLyNH/OcQkJCatA+W/+RiZ4vRiaRsf73kvnT/0UqZuTiNkr4VILmtV0etVts6MwwvcCLNtEXaehKR0f+AD1f3iCytcu9PNxeeJqFe/IkUvOACqWhdbViV4oonV2ohUKsuTzaIUO1FweLZ9DzebQclnUXA41k5HiyzQTAbZMiDhGeB6x6yIaDWLXJXYaCLdB3HCJHYe44ch9jkNcd2TdKvX6krKnWuXn6iUMEcGVLKvTgDloPHsd1sxrhN7bK10md+3C2r0LY9dutD07ED1dhCIkjEP8OKQeB4SNMcJ6SChCgiho72+VSESy3eyP4mihr7k/iiOCwCWsVQlqFfxaldCpEdRrsm7UCRsOoesQiZhYkY6IsQJCgViDeDuIHTT3qbK/WaB1rNLuR1l4vGChZtE2i+vmvvNQVRTLQrUslFYxTRSlDjyN4j0Dz4DS+k9ZWquK2t5utVVFlW1FQUVFVVVUVDRFQ1EUNEVDVeS2psq2rurtPl3V2/t0RV9ao6HWG1CqopTKMFuGmTmU6TnE9AxatYEegR4J9BiMELltyQl8PQQzkrUewXJ902udndgHD0pzoze9Cfv229FyuWV69o3JSsxEXcxQosVR4G5gH7BkTZOiKDqwCwiBGztddkLCKlO5hHNc5v776fv1X8favWsVR7TxSR04cFExEAydZeK3fouJf/NvSN9zN9n7HyB971tI3Xzzsjo+RWHE4aeO8r2vvcCZw8PEsUDTVPbcsZO3vPcu9t29e9Wssq8ERVXp/7f/BjWbpfQXf7Ei5xCeRzg2Tjh2DS5nui4FcDqNatsodgrVTssLNNuWdSqFYpmoZvNizTSbF24GitEqJoquo+ga6Hqzrcu/vaqhaCpouqxVFRQVRVWabQUUZamYU5R2CJQQonlFKWRfs4hYgIghjhFRDHG0tI5CRBQhwhCiCBHKtggDCENEEMrtIFhafH+hbpbY92Tb8xGeh/A9YtdDuC6xJ+vrdfy8EKuRBS0GAl0Wv1kH2kJfoClynwZha5+2cFzYOkaD8JxjwmbxDBXX0ghTBkbGJjJ1IkOVx6iCQIQE8XHC+AhBHBCeDuH0Krz4c8k0yxLW2w0agUxL6so/XqNZNgrZZtnZ6ri672stEpihFFtGU2CZARhRczsUGCFYgdy2QkhpKdLFHjLd/eS2bCM3uJNM9xbSRhpbt0npKdLhBOlaBVu3SetpLM264W4wKWIZ404VRUkBY8hZpp0XWA+FoiifAv4IaXH+k+fsexhpcf4PQoi3X8c4nj906NCh55+/mO9EQkLCuZx6/wfwjh8/rz91++3s/OIXbrgvx+UgnJ/n1A+9h6hUal/4Xi6MRc1mpdPcm27HPnCA1C23oA8MXNP7X5ou8z9++y85/dpZSpNlamWnfa2dK2Yp9nWw99BuPvGvPkKmY3Vnxa4E9+gx5j//P6h845vE1XN9qhMSFgSNb4DXrP12reA1t1t1uxhKux1csF66vyWKfAMiLfkuTEg4F1VRSetpWYw0GSNzXskaWbJmlqyRJWNkyJk5cmaOrJElb+bJmTnSRhpVWT0hftddd/HCCy+8cLElQpdiuUXUJ4E/Bf5WCPH+ixyTR06054G3LUq2m0Im270P+Nj1JNtNRFRCwtUz9JOP4Dz77AX3Zd/+dnp++Zc2lbXralF/+mmGf+7nUUzzmoWAmsvJdQ433YS5exfWrl2Yu3ZhDAxcNKluvVzn93/1Tzn63EnqpTrFvgId3TlUTSUKI8ozVeYmShR789x6335+5j98glT60nbOa4XwfZznn6f+1FM4zz2Pe/jwisxiJCw/oQquKUXM4uKaCp4OninFz8I+pd32DXCNlkBSZL1ILMljEkGTkLCZUBW1LaryVp68mafD6qDD7JB1sxStoqxTRQpWgZyZuybxtZ5E1BPA/cAHhBBfucRxHwS+hJxf/QIwB3wAaX/+JeBHxXUMLBFRCQlXz+wf/TFT//E/XvKY9D33UPiRj5B95w+gZdffzMV6xT16jLHPfhbv2HmZHa4PXccYGMAc3IqxdRBj69amoUI/j33jDb7xv1+mPO+wbf8Amn5+CEjoh5x9Y5SugSLv+/QP8oM/+dDyjm+FEEGAd/Ik7htv4J84gXfyFP6ZM/gjIxAEaz28DUlL7LhGszbBNZRF7YV+r9XfFkTNPmOpYHLNZNYmISFhddAUjYJVoNPupNPqpDPVSafdSVeqiy67i65UF912N912N512J4Yqg3/XhYhSFOUW4HWkocTOi6yHWnz824B/iZx5SgEngD8G/vPlHnsFY0lEVELCVRLV6px6//sJx5vrRFT1oqFnimWRuf9+cu94iMwDD2D09a3iSDcmIggoffmvmP2TPyYYOrtq522oKRpGmoaepqHbNDSbhm7jajaublPyFIaGKtz0tgN89r99BsNcjVUlK4OIIsLJSWmZPDYmHcEmJwinpgmnZYlmZhCbQGi1RE+jWVwLHFNZ6LNawkdpt1vHNUxlqVgyIdATsZOQkHBjoKBQTBX5vYd/j59690+tvYhaTyQiKiHh2mi8dpizjzwiXbOuwirV3L2b9FveTPruu0nfeSd6f3+yhuoiiDjG+d73KH/lK9QefUyul1oHRKiohQKpvh60YrHpWNeB1rHIua4jj5rPy3Yuh5rPS8e6der0dyGEEMTVKtH8POHsHFGptFAqZeJKhahSJapWiKs14mqVuF4najrAXSx31RWdGzlD41hS0DgpKWha2412reC0tpuiZ8l+E4IkjC3hHLRIoMXSka1Vt9qL+xfaor2tNfepounoFoMey7rdJxT0VArDzmCks+jpLEY2h5HLY2TzmPkCRr4DPZ1tO9K1XOpa5Vz3usVud61+kBe5mqotdctrHkcUEpWriEqVqFQiLpeIS2WiUlluz8+321G5fOGcU4sd/Vjq9Ndy+VvsGogi19+1+mNFWdSWToQtV0GxqC9WIFLP2dZkHaqyL1LljG2ktNoQWwYinyXOpomzNiKTIrItYtskNDQiEeHHvnRhjHz82CeIgiW1H/kE8ca/YbSS/PUP/zUffedHExG1mEREJSRcO97Jk4z+01+5oMnElaL39pK6/SD2bbeRuvVWaY7Q07OMo9wciCii8corcq3Ps9+j8corCNdd62FdHYoi7b+zWWkHnsmiZrNtS3A1k2nbuau23XS2s6WTnS3baiolt1MplJSNmrIuutZrrQjjkJpfo1KfpVKdoVqdpeqUqDbKVN0SVb9Kza9SC+vUwwa1yKEuXFnwqePRUEJiZfP95t6IGE1Hs5brmR7JttluC/Ro6T6jKWpafUYkFrUX9uvNY7VYnmexjbUWN/dFC8foze1rvZWhZrPoXV1oPd3oXd3o3d3oPbLWursXcqx1dS2rc2gLEUVS8MzNNW9szBPOzRHNzhHNN/tmZ5t9s1IYbXAU28YYGJDh11u3Ym7dijG4TYZkD25dtqThsYgJ4gAv8vAjv137kY8bubIOXbzIw41cvFDWbujiRi6NoCHrsIEbynpxcUIHJ3BohI0NKdie+thTPHTfQ4mIWkwiohISro/YdZn93B8y+yd/smzJ+7SuLqx9e9sGCdaePZi7d6MXi8vy/JsBEQS4bxzFfe1VGocP471+BO/EiRvTREHXl9qFW6l2fhe1ZRvetg43pW24ucg6vG0lroOu4RsKNS2krkXUNJ+6GlJTfOqKRxWPOj410aCORy12qcUNqrFDPW5Qixs04ovn/EpYW/RQYAULIqbVtoKmtXMgbZvNRceYoWhvG+Hi/lafOG9fyyLaiC6cjmi9oNg2WrGAXuyU+dCKRbRWu7NL1l1dUjh1daFay2coI+JYzuaWSoTz81IczZeIWu3SPOHcvNyenyeamyOqVC48W7SB0To7Mfr7MQb60fv7ZeLvgYG2cNKKxU0XrRFEQVtU1YM69bAu60Wl5teoBc3i16gGVVn7VXkjKqjRCFfHf97WbZ79x89y9913X7OIWl+3+hISEtYFaipFzy/+AsVPfJz5//lnzH/xC0TTM9f1nNHsLM7TszhPP7OkXysUMHftwtyxA3PnDoxt2zC3b8cYHFy2u3EbBcUwsA/ehn3wNlrSUoQh/tlhvBPH8U+dwj99WmapPzO0Ke7IXpQwJA5DqNcBiBSopxZKLaXgpKButfoUWVsyTK6eUqgDjgY1FSIUiJAlYdVQYkHKh1RTsKR8KXKsQDRrWVIBWL4UN4v7raYAsnxxjkBaaKub6/p7CWo220wCXbhwKRbb4bd6p2yrtn3d5xVxLMNeKxUZGlcuE5VleFxcbobKtULmWqVcloLoMmkcNjpasYi+ZQtGXx/6lj6MLVvk9pZ+jP4t6H19qKnUWg9z1TE0gw5NOuddD0EUUPErlP0yFa8i2165XZe9MiWvRMkrMe/Ot9tXK7667e7rvr5IRFRCQsJF0YtFen7hM3T/3KepPfEElb/9KrXHHydeptkpgKhUovHiizRefPG8fWomgzE4uHAHb2BA/kj198sfrp6edRf2tdwouo61e9cFEx1HlQr+8DDB8Ig0UmgWf2yM6vEzWNH6Cg2MlZYAata20m63hNHCtrLkWNe6ccT0WqDEglRAW/Ck/FaRoiblg90UQCl/6bGt/VYglvRZ/vqftVkNAtXAVw181SLQZO1rJi4GU9MO2cE+3vVz7yWztQ8t39Fci9iBls+jGNdu9CKCgKhalTNDTUEUV6tE5crS9X+VMnG5IgVTpSKF0iacHbocSiqF3teL0dOL3tuD3tOL3tcn+/r6ZLu3d1ln7hLOx9AM6aZnd13V4xphg5JbYs6dY86dY9adlXVjlpnGDLPubLtd8kr02Ne/xGBzX30kJCQsC4quk3vHO8i94x3Enofz7LPU/uEJ6t/9Lv7p0yt23rhexzt6FO/o0QsfoKoyfr/1Q9fbuxC/39Mj4/m7e9A7i9d1MbJe0fJ57AMHsA8cOG/fN/74Mb75ub/DGx9nz448eTUgFTawQ4dU5JKKGli+g+E5ZNQAnSu/exxoUtzU7FatLNpWFvXL7Xqz7aRu9Mvp5UMRgpQnhU27eKItdlLtfrFIEF28zwwTsXMeuo6ayaA11/wtWfuXzS1dB5jPSbOVbI6Tx6f435/7DqdOzdC9exD7AomswyBi5OgYua4sD77vPrZ8/INL9oswJK7ViGo14po0OImqNeJ6TQqjao24WpF91SpRrUpcWVRXq4jG6oRFrXfUjg75O9Fa39Wqe5u/Fc3fDTWbvaEiHzYbtm5jZ236s/2XPdaPfJzg+m8GJyIqISHhqlAti+yDD5J98EEAgslJnO8/h/P8czRefEnmQlqtcI44JpyaIpyaglcvfahWLC5dE1DsROvsROssond2ohUWwmK0YgHVNFfnNawQD3/8Ac4cHua1JxW+f3KWju48+e5+9IxG4IeUZypUSlU693aw96GdPPjJQ5RKY8yXJylVp5l3Zim785SCKpWoRlU0qKg+VS3A1Td3uM5KYgSCtA+2J0vaF7L2pKBJe1LkyH3N45oCqSWO0p6c6Uku9xZhGNK4pGleotippnHJhYq91PCkVbdKNiufw7Ku6qJa+D6x43Dz1gHuOjaBGThUzxwlk9Eo5ExsLUaLfES9jmg43GOrdFoW218Z4/RHPt90gawR1+qJALoMWkcHWmtdV3cXemcXeneXvHHW1Y3e3dU2xtjo3+UJy4+pmZja9X8uEmOJhISEZSWu13Fff53G4cO4r7+Od+QNvFOnINpYi1GUdHrB4rtjIbxG2nx3oOVzaPk8ai4v70a3bL9zuau++FoOgiiQMeLePCVXxohPV2f47qPPMDw5Sj2u4eoNQjsgSodEmZAode123TcititINwWPLAvb9jnbrf22v3i/tI2+EZBGHwvmH2rLACSVkuYgliX/naQsaRrSrlPSndFKodqp82rVbjk72rIvk5bPdYUzzUIICALiRkMWp0HccBDnbMdOs89pEDtyO244xHWH2KnL/U5r2yGu1zdF/rG1Qs3l5A2tJTe3umTd1YVW7ETv6kTr7Nq0kQUJa8P1JNtNZqISEhKWFTWTIX3PPaTvuafdF/s+/qlTeMeO4Z04iXfqJP6Jk/gjI9eVd2clEY5D6DiEY+NX/2DDkCFAuWbIz+I73K2woPbd7zRqulnbadRMGpEyqRkRJdWjrLiUopoUR80FtCW3xJw31xZLJa9EPahfeCzFZrnB0SKwXIWUp5KNDbpSGbKhTiZQyYQaGV8lHaqyDlQyvkLaV8i4gnSgYvugxLFMIhNFIARCLNoG2YeQfa0blIYAA8ieM6CWyG7mm1FQZFtVF/oUVW5rMpcOmgaKIvNyaZqsVRVFU0HV5HGtWjfkfl2TfbomXQs1Xa4j1LV2WzGNZp8uH9d2N9Sl8FnidmgsFUiL24vL1czgCCGNRDwP4XkI1yX2fITnErsuwvOIXZeoXCGcmiJ2PYTbIHY9YreBaLjEnitr15Xix3Xl8zTbUijJ7Y12Q2ejoabTC6YXSwwwZN12C1y0nYiihI1IIqISEhJWHNU0Sd18M6mbb17SL4IAf2QE/8wZgrNn8YfONo0ShglGRzfund0gaDtWAfg6VNKtolCxF7XTULVlu9o8pp4CkcTmn0fOyJG38uTNPDkz165njs5z9ntjUIPujm6MwMQIDAzfbLZNtEgjDmNOvTrEjlu28Yv/5acZ3Dew1i9p1WkJFhEEiFbdavvBwnbgL7R9XwqXag3h++0+2fbb7dj3Ed7CtuzzZNvzpUDyvaZAkoIp9n2ZG22TO7ptRNR0GrXQgZbLL8zGFwpoHQtugWpHB3qzbvcl4XMJNwiJiEpISFgzFMPA2rULa9f5znMijgmnpwlGR2UZGycYHyMcnyCYkCVeI4vvligqLxJC5TRUMsoSsVRutj0zEUQt0rFOLjLJCpNcbJETFjladYqcIkteSZPFlttqmoyaQg80CFVoqKDKGZk4Fnz9zx9n58mQQm8HhhUiiIDmmpKmGG0FrncXajD+Okf/8x+R+0d3LAysNXPUrIUQCw8SotkvmjNQze1Y9ok4lm0hQMSLthe14wgRxRDHiDiC6DJ1GC2qY4hCRBgholD2RYvaYYiIIggDRCDbIgylWFosmJp9CTcIiiLDjLNZ1I48WjbXDEfOo+Xy0gwj3yFFUb7Z3xJLuRxKIoYSEi5JIqISEhLWJYqqYvT1YfT1waFDFzwmbjQIJycJpqYIJ6cIp6el0cT0NOHMDOHMDNHMzGXzKcWKnA0qp6GcUShnWiJpUXuRQGrc4HbbSizIusjSgKwrZN1sZ9r9kG2I9nEZFzQRAldnve5e5hF3AXeZQOkqnvRbLzH2rT+7qnEkJKwaiiLDfXM5tGxGugHmslIQtdpNN0Atv6jO5dprM9VMRoZ0JiQkrAiJiEpISNiwqLaNuXMn5s6d5+3zI5/ZxqzMDVGdZGp2mNnSGDPVSWYb08z5JeajKnM4VDQfcYPqItsV5BqQawmeBuSagijXkPuyi/ZlXUi7kFyaJSScg6qe7/SXTrfd/tTsIrv09GLb9EX9uZy0TE/biQBKSFjnJCIqISFhw7BYGM00Zs5rzzRm2kn2qn710k+msKm+ARWxMBuUb0jRk3MW2nlHCqCcI9oiKeveOG5xCQltNK1th66kbdSUtEVX7RRKumnw0rRKV9NNy/SWPXrLNj2TXmqRnk5L58FkLWNCwg3DJrqESEhI2IhEccS8N98WQYvLbGOWGXehXfEraz3cVSPtKeRdyNUFOScm70DOkbNDeUfOFi1uZ1xQN1/GioQbBVWV9uZNG3TVsqQosSxIWcS2iUiZRJZJnDKIUxYiZRBbJsLSiSwTLIPYavaZOrGpIwwdYeoI02i2DWJNQQhBTCxrESMQS9vNbUA6LrZpBZfOyU1fFqUkxZOiKCgoqIq6pK2ioioqmqqhoKApGqqqoimaLKqGruhoqtzWVR1d0dFVHUMzMFRDtlXZTsRaQsLak4iohA2BiOsQPA/xjOxQu8G4G0VNr+3AEi6KG7ptMTTdmJa1M71EJE03pplz54jF5p4O0RSNDquDzlQnnalOiqkiBavQbhdTRYrWQl8hVcBQFyx/xaK8Ni3b5sX2zdISumkN7boI15OWz550Pot9b8E1reWQdgEntSXOa01ntoRNiK4v2Ja32i0rc9MgMnT8lIaf0ogsHc9SCU2NwFQJDBXfVAl0hdBQ8Q0INIVAh0CDQBf4miBUIVAFgRoTqIJQifGVmFCJCYgIiAlESEBEREQQhwRxQBAHhHFIEDcI45AwDonEFViSx0gvkRskR21LUJmaiaVaGJqBpVlYmiX7mm1Ls0jpKVm0FLZuk9JlndbTsjbSpPU0GSND2pB11shi63Yi1hISLkEiohLWNSKuQeOvEP6zUkCJBjKBSgrUHjDvBftDKGpmrYd6w+AEDlPOFNONaaad6QWB1JhmxplhqjHFTGPm8uF0GxhVUduCpyvVtUQMLRZKxVSRrlQXOTOHqlz7+gbFMNAMAy2fX8ZXcXlaiUml/bW/1OktaDrBhcHCMWHTQS4MIIoQYSRd6ZoOcsSRfMxi97lLuNS13e2iWLrixdLdTrYj6Z4Xy9mEUy+dZnp4BrfmYtkmZspAbV7/RVGE3/CJw4h0Ps3OA9so9HZc4I1u5W5qbSqLNxYVmutVWnmdmtuKzPGkaM19mtbcpy3kc1LUhXxOqoqinZPfSVvcr6FoMr8TqoaiawRKTEON8dSQhhLiqhEuAa4S4BHRUAJcEeAR0BA+LgFe7OMKHzf2cGMfN3TxIo9G2MCNXLzQk3VUww3dKxMtFyNuloQVpSUwG+HKqUZVUckYGXJGjqyZXZJWoMPqoMPsoMPqoGAV6LA6ltwcMrXE2S9h85OIqIR1i4hLiOp/guAwxFNSOCnNjJXxHERjiHgCwhOQ+2co6upeYG42GmGDaWe6LZCmnCm53ZhqzyBNOVM4obPWQ10RckaOTruzLYK6Ul102p0UrSKd9oJY6kx10mF1XJco2igoigLN5Kmk1/esb48f8KXf+Vte+NYrzE2UqI3X0Q0NIQRCQKEnT2d/gQ//8ns58K43rcqYwjikHtRxAod6UKce1qkHdRpBo912AgcnrDZr58K169AIGzSCBqFILMoTVodYxFT9qrwhdpFc3hcjZ+Qopop029102V1029302D30pHvoTfeyJb2FLZktpI31/b2SkHApEhGVsC4RQiBq/w8EL0NcAX23FFFtekG4EJ4F8RKi9v9C7l8koQcXIIxDZhuzTDlTTDWmZL2otIRTNdhcM0cKipwJsrvaoujcdpfdRVeqi2KqiKVZaz3khOvAMA1+/Nc+yJ3vvI3vfe1F3vj+CUI/RFEUssUMh955kDe/5xA9g12Xfa4gCqgGVep+nWpQpebXqAXN4teoB3VqwaLalwKpta9V3OjqrNwTEjYL1aBKNahytnr2ksflzBwDmQH6s/0MZgcZzA2yLbeN7bntbM1tXRLWnJCw3khEVML6JHwNgjcgngd9LygX+KgqKdB3QXhczlaFR8C4dfXHuoY4gcOkM8mkM9kWRZP1RW1nkll3dtOsOWoJo85UJ912t7zL2RREi9tddhcFq4CuJl9xNxKKorD/npvYfudWJuemmJybwonrxOmIRtzg76rfoPZyTd5dD6rtu+wtkVT1q9SCGl7krfVLSUi4Iaj6VY76Rzk6f/S8fbqiM5gbZHfHbvYU9rC3uJf9xf3syO9AU7U1GG1CwlKSK4yE9Yn3HbkGSu26sIBqoRjymHhWPmaTiCghBBW/IgVSfbItlNrtplDaLLNHWSN7XthHa5aoJZa67W6KqWIijG4AhBDUgzplv0zZK1PxK1S8CmW/TNWv5xApLwAAIABJREFULumr+lXZ9ittUXRda3oS1iUtpzpd1Zc42Rmqgaqosr/pdKcq6vnud81+VVXb7niKoqAiXfRURV1w1aO57g2l7bCncPEoh8VufgKB/F+0P4exiNslEhFCyH2t7VjEbQONKI7keicRNg02ggvWNwKhCDlTOcOZyhkeG36s3W/rNjd33szB7oO8qedNHOo7RLfdvYYjTbhRSa5GEtYlIjgGogLavssfrBYhPIEIj13iZ2790BJIE/UJJp3JpfUiwbSSC4ZXA1VR6Ux10mP3LBFCPemeJUKp2+7G1u21Hm7CCiCEoBpUKbvltiAqeSVKXqktispes/hl2dcUSIkQWjtURV3i7tZyeGs5v6W01HlucKYqHeFa/aZqYmhGe1+rNjRp1d3qW2zbbWgGuqK3j2m3FT0J1V6EEKLtZOhH/kKJfdzIxY98vMhrG4YsNhJZXJzAabfrQR0ndNqhqDW/hh/7a/1SL0gjbPDi1Iu8OPViu29Pxx7uG7iPBwYf4J6+ezC0JAwwYeVJRFTCukPm5vCAiCv7iOryWLE+QnCcwGHCmWCiNiHr+qLS3N7IAklXdLrsLnrTvUsWC7fqbrub3nQvRauYhFxsImIRU/EqzHvzUgi5pSXtljhqlZY4SsTQ8qIpGrZut0vaSLetq9vbF7CztjSrfUxLELX6W8dbuoWt2ehqIlrWM4qiSFGqmWSMlXOmba0NrPm1dvhrxZOzvotvfJS8EvPufPvf/rw7f05urZXnZPkkJ8sn+fyRz5M387xrx7v40N4PcXv37clnOWHFSERUwrpDURSEYiM/ngFwOavUQB6rrLzLTxRHTDemmahPMF4fl6U2zoQz0a7LXnnFx7ESqIpKd0rOFPWke+i1e9tOSi1h1GP3UEwVbwhnus2OF3nMu/PMuXPtunUBNO/Ny7rZLrklyn5506ytWy0UFJl3R1/Iv5MxMqT19AW3bd0mY2TaYiijZ87rSxKtJqwWhmbQqUlH0qshiiNKXolZd3ZJEvWW82sr4mLKmVqRmywVv8KXj3+ZLx//Mge7D/Jzb/o5Htj6QPLvJmHZSURUwrpEMW5DhCeklbm25dIHx3OgFlCWYT1UI2y0hdFYfYzx2nhbLLXC7TaixXDezNOb7m2XHruHvnTfwna6h65UVzJztIEJ41BeuDRmmXVn2+JotjHLvDfPXGOOOW9BMNWDq/QsvoE4Nz9O1sjKBKTNdtbIkjWz7aSkWSNL2kjL48wMGV0ea+t2csMh4YZDU7W2wQ/Fix/Xuik5VhtjtDbKSHWE4eowZ6tnOVs5y7w3f91jeXXmVT7z6Gd4YOsD/Ou3/etk7VTCspKIqIT1ifl28J6E8KRc86RcxH5aeFJE6TeB9dBln7bqV9tf2OP1ccZqY4zXxxmtjTJRn2DOnVve17HCaIpGt91NX6avLYoWi6O+dB896Z5kzdEGxY/8tii6UD3nzjHTmGnPIiVITNUkb+XbyUGzZpa8IbezZhZbyxAGOoaSopgqsLu7j4LV0U4omtbTK3LXerbmMFWpEQtBMWPT35FL7o4n3LBoqsaWjMwXdajv0Hn7S26JU+VTnCid4Pj8cY7NH+ONuTeuKVfhE6NP8GN/+2N87gc/x+6O3csx/ISEREQlrFP0m8A4BKIG4SnQBmWi3dYFhxByXzQCWj+KeQ9ou6j6VUZro4zWRhmrjbUF01htjLH6mEwauEEwVVMKoaZAatVb0lva/cns0cYjiiPmvfl2mMt0QyYyXhz2MtOYYdad3VCf1+UmpaXIm3nyVp68mafD6liyfV67uZ0zcxfN+TVZrvHY6yd59uRZSo5LJGJ0tU5Pfoq37bV56JYCGSN1wcdeD6+NTPD4kVO8NjJBw5cz2Zausbu3kwf37+Yte7aha8mMVULCYgqpAodSh5YIrFjEnCmf4ZWZV3hp6iWem3yOocrQFT3flDPFZ771Gb70gS+t6FqyhBuHREQlrEsURYHsP0HUXPBfgGgcEDixzVgjZLReZ9SJGXVTjHkOY43HGK3/zw1z0WmohhREmS30Zfra2dtbYmlLZgtFq5jcpd5ABHHQTmo83ZhmxpECqSWSpp3p9qzRjWS2YOs2HVYHHWYHBatA3spTsArtvg6ro93XEksdVseyJz9+bWSCP3j8e4zNV5irN9A1FV1V8aOI4bkyQzPzPHPiLJ/5gfsY7OxYlnMKIfjyc6/x9ZePMV2tUWl4pEwdBQU3CBidr/DG+DQvDI3ysw+9GctIfpITEi6FqqjsLuxmd2E3H7zpgwCM18Z5cuxJHjv7GM+MPXPJkPuR2giff/3zfPpNn16tISdsYpJv7IR1RRiHTDqTjFZHGamNMFw1GC3rjFZDRuo15vzZcx5RB87tW1tURaXH7qE/098OVdiS2SKFUlYKpc5UZ7JWYoPQmjmadCaZdqbbIqmV0HjakUJpo4WCXgsZI0PBKlC0inSkOihaRQpWQfalinRYHe3tDquDYqq47GLoWjg9PcfvP/YsxydnMTSVnT1FUk3BIoTA8QMmyzVeHZng9/7+KX7tfQ9RzFx/COzXXj7KV196g6GZebqyGfZtybVnnGIhKDsuw7NlgjBCU1V+/uG3JDdOEhKukv5sPx/d91E+uu+jzLvz/PWJv+bzRz7PpDN5weP/bujvEhGVsCwkIiph1an5taZAGma4OsxIdUSW2gjjtfF1b9yQM3JsyW5hIDPAlsyWtljqz/TTn+mnJ92TJITdIHiRx1R9iglnou0WNeVMtZMZTzqTzDRmNuXMkaqoFKwCnalOiqkiRaso61TxvP6WSDK1yzllrk/+9/Ovc3a2RMrQGSgsXYekKAoZy2RnT5GhmXlOTc3xzVeP8eP3vum6zlluuHz9laMMzZQYKHaQt5eKSVVRKGZs0qbB6el5njs9whvju7lloPe6zpuQcCNTTBV55LZH+NgtH+Oz3/ksjw8/ft4x47XxNRhZwmYkudJLWHaEEMw0ZtouOyPVkXY9Uh1ZFsedlUJBoSfdw0BmgP5sv6wz/fRnpVAayAyQNbNrPcyEK8CLvLajYis/V8tad6I+wZQzta4/i9dCzszRleqiM9VJly3rVimmirI/1dWeNboRZkPH5iscGZui0vDY39990ZkeVVHoL+Q5Mz3PMyfP8sOHbsU2rz1h59PHh5ipOtimcZ6AWoxl6HRmbWZrDt9543QiohISrhMhBI8OPcr3J75/wf3F1CUsAxMSroJERCVcE7GImaxPSivS6lmGK8Pt9kh1ZN0mk9UVXYqhrBRHW7NbF8RStp8t6S1JpvMNQBRHzDRm2tbzi23oJ+pyVmkzhNcpKBRTRWkXnJKWwd2pbjrtziViqdVOPrvn89LZcUqOS0c6haZeWjSmDB1T15itORwZm+LQzq3XfN4Xh8YpOQ168pdfwN6ZsTk6McMrw+MEUYShJWYxCQnXwuHZw/zu87/Ls+PPXvSYt2192yqOKGEzk4iohIsSi5gpZ4ozlTOcrci8DUPVIYYrMgzPj/21HuJ5tETS1uxWBrIDDGQH2u2t2a302D2Jm90GwIu8Jbm6xupjTNQn2pb0k84kYby+wz4vRdbI0m13n1e67K4l2wWrkISGXic1zyOIIiz9yv7dW7pGEMXUvev7fls47+X/frqmoSoKYRzT8AMMO/mOSki4UoQQPDP+DH/6+p/y5OiTlzzW1m0eOfDI6gwsYdOT/Drf4AghmHVnGaoMcbZyti2YzlTOMFwdxou8tR7iEhQUetO9bM1uZTA32BZIg1nZ7k33JiJpA+BF3vkW9LUxRuuyPdOYWeshXhMFq0BPuoceu1nSC/VicZTk7Vo9zKZAiYW4ouMjIVBRrns2qHXeKI6BSz+XEII4Xp7zJiTcKMw0Zvjqqa/ypWNf4kzlzBU95jfv+00GsgMrO7CEG4ZERN0gOIHD2epZzpTPcLpymqHKEEPlIc5UzlALams9vCXkzXxbJA3mBhnMyrI1t5WBzEASsrQBaM1iDleH25noW/m7RqujTDWm1nqIV0XWyNKT7pFJjO3ehXa6lx5btrvt7g1rvLCZ2dFdJJsyGZuv0JPLXNL9Lopjaq7PQCHPju7rWzexo7vIS2fHqTTcy66tqroetmnQX8i1XQMTEhLOp+pX+fbwt/na6a/x9NjTV2z6Y6gGv/3W3+a9u9+7wiNMuJFIvq03EUIIJp1JTpdPc7p8mjOVM+16oj6x1sNroyoq/Zl+BnODbMttkyKpKZi25baRN/NrPcR1gRACCABjXdoeN8IGI9WlLovDtWFGq1IsBXGw1kO8LAoKXXaXzM+V7luS3LglkvrSfaSN9FoPNeEaOTi4hYFCnrH5KlXXI29fPJnuXK1BNmVyy0Av/YXcdZ33gf07eeLoGU5Nz9GVzVw0ma4QgumqQ1c2zQP7d63Lf+sJCWvJTGOG7wx/h8eGH+Ppsaev+rdlV8cu/v39/54D3QdWaIQJNyqJiNqABFHAUGWI05XTnCqdatdDlSGc0Fnr4QGQ0lJtUSSFUj/b7TpbzVP0m3MYqgKqjWLsAuvtKPqOtR7yukAIAeER8L6DCF4D4YOiI/SbUKy3g3EHirJ6/2zrQZ3h6jBDlSHptlhpGolUh5ly1vdskoJCt93dztPVEkqtBMd96T560j0YajKzuZnRNZV33LqH8VKVodkSqqKQTS11yxNCMO+4zNYcdvd28gMHbrru8+7u6eSWgR5KToMzM/Ps6C6cF6oXx4LR+TKaqrC1mOcte7Zd93kTEjY6URxxePYwT44+yRMjT/Da7GvX9DxZI8vPHPwZPnnrJ5MogYQVIRFR6xgncNoC6VT5VLserg6vi7w1GSPD9tx2tuW2sT2/fUm7x+5p31EV4RlE7b9CNAzxLMR1iAE0RHgavMfBegek//GqCoT1hogdRP0PwH9Bvk+iBDTXcYSnEf4LoO+F7C+iaF3Ldl4v8hiuSKF0pnKmHfZ5tnp2Xa9NauXr6s9IV8WWDX2r3Wv3JqGfCQC868BNjM1XePzISYbnyhiaRiGdQldVgihivt4ARWFXTycfuec2Dm7bct3nVBSFn3nozVRcjyOjUxyfmCVnW+RSJgoKjh9QchrkUhZ7e7v4+YfvJWMlF3oJNx5CCM5Wz/Ls+LM8M/4Mz44/S8WvXPPz5c08P37zj/MTt/4EHVbHMo40YaMz5Uzx8vTLvDz1Mm/ufzMPDj54Xc93416xriOcwOFU+RQnSydlKct6rDaG4MoWQ68UaT3N9vx2duR3sD23vd3elttGV6rrsqEnIhxGVH8HwqNACGo3KDsBBfClWAiPI4SLQoBIf+qGDGcR/z977x1l13Xf+332Kbe36Q2DaegAG1hFUiJVTImmaEWy/WT56VlxieU8ubxkxeUlryVOnOXERbH9XpZMO1ryy5IiyUpsVUqWKJISKYpNJECilwEwg+m3t3NP2flj33sxAwyAAaYPzgfYa592z9137p0753v27/f9yRqy9FdQexncKdDaQN8NwgTpgpcFdwxkDln8E4j/PkJL3cD5JTOVGRXeWc+LG82PMpob3RCfs8VoD7c3reibfd2KvifaQzywvHArn1sHIQSfePgg7fEozxw5xXS+RL5SxfMkuq7R25KgN5Xgybv28uDOlZsVT0VC/HePv5PP/+hN3jh3kUypQqFiIYGgYbCjs42d3e187B130N+69N9nH5/NjJSSc/lzvDb1Gq9Ovcork68wVZ5a9nl3tuzko7s+ypMjT/oh2D5YrsXRuaMcmjnEodlDHJo5xETpUqHlgl3wRdRmwnItzubOcjJzklPZU5zOnuZU9hTjxfF1HZepmWyPK3E0kBxgID6glhMDtIevXpzyekgpkeW/A+cUoIE+AguKewZB7wWRAncUWX0OYR6EwF0r8ro2FdXvqhkodxqMHSDm3ZEWOuhtoKXAPQv2Mah8BaK/esVpHM9hrDDG6dxpzubq4Z65s5zNn6Vkl9bwBV2f9qBJX1jSGwnRG99DX+tP0xdVbos9sR6C+tULlPr43ChCCD545x5+av8OXj4zxunpOSzHIWyaHNjWxe39PVfNW1oOiXCI33jP/cwVy/zo5Dkm80WklCQjIe4f7l+2gYWPz0bHdm2Opo/yxvQb/GT6J/xk+ifMVedW5NyJQIIPDH6AD+34ELe133ZL3oT1USGgo/lRDs8e5q3Ztzg8e5gTmRPXLIXyxvQby35eX0StAp70GCuMcTJzkhPZE03RdD5/fl3D8LoiXQwmBxlMDDKUHGoKpd5o7+rYgrtnwTkJsgjGnssE1Dy0CMgO8GaQ1rOIW0xESekia8+rGSh920IBNR+hg74dnJPY1ZcZq93H6fxkU5Cfzp7mXP7chjF0iBmCvkiQvkiEbdFQfVn1vZEgIV1XOV/OSTCDiORjCM0PvfBZXYKmwTt3D/LO3YNr+rxtsQgfvGvvmj6nj89aI6VkojTBodlDHJ45zKGZQxyZO7KidSXjZpxH+x/lscHHeKj3IT9s+xZDSslYYYy3597mrdm3eHvubY7MHblhT4AzuTPkrNyyxuKLqGWSs3KcyJzgREaJpROZE5zKnqLiVNZlPGEjzEBioCmUhpJDDCYGGUgMrP30tvUieGnQWq4uoBporeAcA/stpJdGaK1rM8aNgHMcnHHAAxFbsEtKyWSlxslCiZP5MqfyZU7lS5wt/Qjbe3F9xjuPzkhn0zyk0fpCDn18npQ2jjD3wLXuDIoAiKgK66y9AqH3rd3gfXx8fHyWxWxlliNzR3h77m3enlUXtSs1yzSfnmgP79r2Lt7d/27u677PF063CJ70uFC4wJG5IxydO8qRuSMcSR+hUCusyPnfnHlzWY/3RdQSacwuHUsf43jmOCfSJzieOb4gvnItaQ21MpQcYjg53BRLw8lhuqPdaNcTLGuE9NIgqyq/53oIHUQQpFUXXreQiPLSQJWqF+ZUtsjxfJnjOSWaThZKFOz1m70UCHqiPfQn+hmID7A9sX2BYAoZV9pFS+sFZNEBL3ZtAdV8kqj6nHgr/4fXx8fHx2f5NEqoHEsf42j6aPOCdiVymRbD1EwOdh7kob6HeKjvIXamdvqhelsc27M5kz3DsfQxjqWPcWTuCMczx1c1FWG5IX2+iFoE27U5lT3V/LI4lj7G8fTxdbEP74p0MZIaYTg53OyHkkO0hLZqHP2t8SWZs3LNP0THZn/AsbkzjBZreKxPflx7uL05gzmQUGJpMDFIf7x/GdawN2pWcWu89z4+Pj4bGduzOZs7y/H0cU5kTjSvgTJWZtWeUxMae1r3cH/3/dzfcz8Huw4SNsKr9nw+60uhVuB4+jjHM8c5nj7OsfQxTmVPrXo6gkAwkhrhjo47uKPjDu7tvpfP8bmbPt8tL6KqTpXjmeMcnTvavKg9mT15zWS01aA72s1IaoQdyR2MpEaagikWiF3/wRsUoXciRVjlRHGdArrSUbNQIqQc/LYQOSvXDHc4MneEI3NH1sVMJKgHF4R6DiYHGUqo3LgV/ZxpnUAY5BRIef3ZKFlQIZ9ax8qNwcfHx8fnmjRml05lTzXTEU5kTnAmd2bVr4EMYbC3bS93d93N3V13c7DrIInAda4TfDYdrudyoXCh+dlqRHJdLF1ck+dvDbVyW/ttqnWofiWdfW8pEWW5FifSJ1Tsbr2dyZ5ZU7OHtlAbO1p2sDO1kx0pJZh2pHZsarF0VQIPQvXbyjhA61Ihe1fDS4NIIAJ33JB190aj5tY4nj6ukmrrLjHn8ufWdAzxQJyR5AjDqeEF4Z6rZiByOcYOMAbBGweZU+6LV0NW6yGf7RC4b/XH5uPj43OLIaVkrjq3wIToVPYUp7KnViy35HrEA3Hu6LiDOzvu5M7OO7mt/TbfhnyLka6mlS9A5hQnsyc5kVYeAVW3uibPHzbC7G3dy4H2A9zWfhsH2g/QF+tb1TDQLS2iTmRO8NbsW812MnMSR67NDFPYCLMztZOdLfVWX966YXhXIoztSHMfeDPgngN9YHEh5RXAmwVjRBXd3UTMVmb5yfRPeGP6Dd6ceZOjc0dX1IXoWsQDcXakdjTF+EhqhJHkyLJs6VcCIQQEH0U6p8E9r3LdxCJhGdIG5xxonYjAAwgtuvaD9fG5BuWazcunL/D2+BTlmq1qO3W18eDOAVKRK/MBfZZPrlLlxZPnODk5R81xCAdM9vV1cv/IdiIB30zgWnjSY7I0qcpb1GtPnsmdWREXshtBFzq7WnY1L2bv6LiDweTghsnX9lkexVqxKcJPZU81RVO6ml6zMQS0ALtbd7OvbR/72/ZzoP0Aw8nhtblRPI8tK6KOpY/xs1/92TV5rv54P7tbdrOrZVez9cX7/C8MQEQ+gXQnwT5an5FqAy0JaHUTiTkV7qcPIEKPI8z96z3kq9Kw1Xx16lVem3qN16df50Lhwqo/b0ATDMdMdsUlO+IJdrTsYWfvH9AVHdi4ibbBRxDOEaTlgHNG1bjSWgETcMHL1A1E2sC8DcJr87vq47MUpJR8+/AJnj50gplCiWy5iut5aEKQCAf5xhtHeXjXED933wFMfW3/aG9VHNfj7185zA+On2WuWCFfrRdD1jRePHmOf3jtCO+/bReP375r437vrREVp8L5/HnO5s+qOoD1Iuqj+dE1dwYWCIaSQ+xr28eB9gPsb9vPntY9i5oO+WwuSnapOXN5JneGk9mTnM6eZrI0uabjCOkhdrXuYm/rXva37Wdf2z6GU8OY2vrfVNmyIsqT3oqfM6SH2NWyi92tu9ndspvdrUo4+VPSV0fonRD/XWTxP6mLaW8OnBmU6YCpcmH0bYjwExD60HoP9womihO8NPESL0++zMuTLzNdnl7V5+sIRdmdMNgVF+yKOeyKw0DUwDCSdcFxABH9DYS2cjG9q4EQOjL66wgRQVo/VILJOQ84gAZaAozhea/Hn4Xy2RhIKfnyy4f51qHjnJvNEjR1WiJhTEPH9Tyy5SpTuSK5ikW6VOaT775/VYr03ko4rsdnvv9jfnTqPOPpHJFggJZoGEPTsF2XdKnMRLZArlIlX6ny0ftv3/JCyvEcJooTnM2f5Xz+PKP5Uc7lzzGaH13zi9gGhjAYSY2wp3UPe9v2srd1L3ta9/jXQJucnJXjbO5sUyw1+vVwn04EEuxp3dNs+9r2MZAYwNA2plzZmKPaAKQCBnsSUfYkXPYkTPa03s5A759g6P7dlRtF6N2Q+A9gH0Zaz6kQLxwQMUTgHgi8E6EvwQZ9DSjbZV6efJkXxl/gRxM/WtV8pu2xVva236u+KFr3sbt1N23hNqQ7DtZzSPswyDIQRBg7IfgoGDs2zcWDEAGI/gqE3n+V1/MIGL5trc/G4tWz4zx9+ASjsxn6WpIkwsEF+xPhEJWazbnZLC+dOs9AW8ovortMnj58gpdOn+diJs9gRwvhy8L2UpEwhYrFudkM33nrJEMdrdw/0r9Oo105GkLpfOG8annVn8ufY7wwvmbpB4uRDCbVTeN6lM2e1j2MpEaW4dbqs540TEQaoZ6N/kz2zKrU9VoK22Lb1KREfWJib+teuqPdm+qaYMuKqBtRre1Bk73JKHtTMdUnY3SHA+qNlB44p0BPI9zDoN+7iqPeugihQeAOROCO9R7KFVwsXuT7F77Pcxee49WpV1fFYrMvEmR/KsaBVIx9CYM9sVnikdsRqT9EXJYvJPQ+iPziljH83mqvx2dr88yR00zmCnQmYlcIqAbhgMm21iQXM3meO3aWx27bRcDww/puBtt1ef7YGSayBba1Jq4QUA3i4SBdbozJbIFnjpzivuFtm+Jiq2yXGS+Oc6FwodnGCmNcKFzgYvHiugolULklw6lhdqR2NPO3d7XsojPSuSl+vj4LsVxLhXrWwzwbIZ+judF1KdMDEDEi7GzZeUmUt6q0l6i5+SNQtqyIulp9gZZgC/vb97MvlmF/bJx9Le10RjqvfiKhgd4G3hzSeg4R8EXUVmA0N8p3zn2H7577LkfTR1f03AlT5/aWOLe1xDmQinGgJUbq8gsDpwjeNNReVjMyPj4+6875uSwnp2ap1Gy2t13bJTQaNNE0wWS+wBvnL3Lf8OafGVkP3jw/wWSuiCYE0eC1ZzlS0TBT+SKnp9Ocn8sy0L7+Rk2u5zJTmeFC4QLjxXHGCmNN0TReHGe2MrveQwTUjeXBxGDTgGhHizIk2h7fvmFDpXwWpzGrNJofZTSnwjzP5pVQuli8iLzhGo0rgy50BhIDC8zUdrXsojfWu2U9Arbsb07ICBExIuxr29e0OjzQfoCeaA8AMvspsM+DsYQwMpEEOQnu2CqP2mc1mavM8Y0z3+DrZ76+osJpKDnEnW393BE7xZ0pm8HkEkLuRBJkCdz1Ka7r4+NzJeOZHGWrRiwYRLvO77Com0yUrBrjmfwajXDrMZbOUbJqJMLB635vakIQC136ma+FiPKkx1xljvHiOOPFcS4WLy5Yvli6uOZ1Ja9F2AgzmBhslrgYTg4znBqmP96/IRLxfZZOtprlXOGcyoXLjXK+cL7Zr7WByOX0xfqa7sCNsj1DyaFbLtxzy4qotlAbL37sxUXtDqWUIF2UucFS1LFQx67ztLvPjSOl5KWJl/jS8S/x7IVnlx06oQmN3S27uaf7HlUgsPMgLaEWZO1lZOFPwctdv7gsqGM8/zPl47ORcFyJJ0FbYhSTJgSuJ3HclTcyulVwPYmUEk1b2p1qTQikXLmfue3ZzJRnuFi8yERpYkF/sXSRi8WLqxLivVy6Il0MJgebxdOHEqoeYFe0a8ve9d+KFGoFzudVHty5wjmVF5c/z7nCuTW1pb8avdHeSyVU6nVNh5PDvplInS0rojShXdUvXgiB1OJAAKgCi4f+NZFVlJOcX017s2B7Nt86+y0++9ZnOZU9taxz7Ujt4IGeB7iv+z7u7r578arqov55klWQ8vpCSlZBBPzPlI/PBiIRDhIwdNKlpd3cqNgOkYB51dwpn+v6WCbnAAAgAElEQVQTDwcxDZ2ytTShUq3ZJMNB4kv4mUspydfyTJYmmShNNPvG8sXiRWYqM6vi5rsSJINJBuIDDCQG2J7YzmBikMHkINvj2/2L2E1Ezso1TUPOF85zIX+haSSSsTLrPTw0odEf72coOcRIcoTh1DAjyRGGkkP+5+w6bFkRdT1E4B6kc0pZbuvbrn2wNwdaq58PtQmQUvLtc9/mL1//S84Xzt/UOeKBOA/1PsRDfQ/xYO+D186Za2DsBL0b3AsqTE/ErjFIF7wsGLvAvOemxujj47Py7O3toCMeZTyTo1Kzr2pyAMqWu1Cx6EslODjQu4aj3FocHOjl/42EmcoVcVzvmnbxlZqN43l0xGPs6+2kWCsyVZ5isjSpWnmSqdJUc3myNLnuYU/XIxlMsj2+nf54P9sT29ke3872xHYG4gOkQtfOy/PZGEgpmS5PK9OQ4hjn8+cXGInkaxsj3DekhxhIDDCcHFazl6khhpPDDCQGCOr+jaCb4ZYVUQQfgeo/gXMCRAGuVnfHy9eLwfZB4F1rOkQpLaj9BLx6XSWtDQIHr3Bz81GMF8f59y/+e3488eMbfmx/vJ/39L+HR/sf5c7OO2840VYIA4LvRLqj4F4EMQxikXNIWd8fV++n/QbSflXlSAXuQmhr8EfTdcCtqeY585qr3Cilp8a58AUqkxWhgaaDZoBmgm6CHlBtieE4Wx0pHbAP1/PdHFVo2LwLoSXXe2g+1yFgGLxj53bGMjnGM3mGOlrQF/lcSym5mM2TioS4rb+bjsQ1bpr4XJP2eJTbt/cwlSsynsmzvS0JQmJToUYOiwI1clRljjl3Fq2jzOvC5pEv/yElu7Tew78uAkFnpJP+eD/98X62xbc1RdO2+DaSQf97YTNguRbjhXHGimMLHBYbRiJVt7reQ2zSEe5gMDnIUGJI9UkV6tkT7fFDPVeYW1ZECb0HQo8jKxa450C2gdYKon7nUdZUgVAvDfogIvwza1bLSMoqVL6KtF4Ebwpk/U6aCIHWDsEHIfQzCM3/w93ghfEX+N3nfpeCXVjyY/rj/Xxg8AO8f/D97GrZtXw71+D7oPY6yNfBOQ16F4iEEh5SqhpJ7hRQAkxwziKdk4BUoX2VFjDvhvCHVZFiUI+zClDNQiWr+moOqnmw8vV9OagVoVZa2OwK2GVwqmrZranl1Qpd0UwwQmAEIRABs94CUQjEIBiDYByCCQglVQu3XGrRdoi0gbk5bxJI6UL120jrWSWgZInme6u1qlnH8Ec2TE00n8V5/227OHR+kkMXJjgznW5anYt6Lk7JspkpFBFCMNTRyofv2b/eQ95UlO0y0+VpZiozTJWnmCnPMBkYo9B6lExtjnGviKeVkMJd+EBBM/K+VFvzYV+TuBmnL95HX6yPbbFt9MVVvy2+jb5Y3y2XbL8Z8aTHbGWWscIYY8WxpmBqrE+Xp9d7iAsIG2G2x7c38+KafWKQWMC/NlwrblkRBUD4ZxHYyOq3wZ1Rs1I0wjdsdQfZ2IEIfRBCT67JkKRXRBY/Dfab6oJbmJdCw7xZcMeR7gTYxyH+3/p3t4Hnx57nd575nSWZRkTNKI8PPc6HRj7EHR13rGgdDKFFIP7byOJfgn1MvV9yXL2H0gU0ZSRh1aBcg0oRqiaUHUSlDOUKVL8H1p8hrSiikodKRs0SbQY8G2o21AqwnHIUgZgSVNEOiHVBvLveelRLboNEnxJlGwQpHSh9Bmm9oGYaoZ7vpqnZbHcC6U6Ccwxi/w3CuE4Isc+6EQ8F+a3HHuQ/fvdHnJycZa5Y5mI2j6nrOK6Hrmm0xcJsa03yL9/7DnpTfl6jlJKSXWKmMsNsZZaZ8gwzlRlmyjNMV6YXbLvm7NEGNY+LGBF6Y730xnrpi/U1W2Pdn03a+EgpyVk5xkvjjBfGmw6LDcF0sXiRmrex1LkhDDVzmdjOQGKAwcQgAwmVI9cV6fLreG0AbmkRJYRAhn8BYd4F1rNI+3XwqvXQpRDCvBuCjyLMXWsyHiklsvTXajbDmwNjAMRlSX2yCs55sN9EFv8jxP9AFbK9RZksTfJ7z//edQXUYGKQj+/9OE+OPLl6iZKOhcjnIP8IpAUy8zIiPwelCpSqUCpDyUK461PDYdNQK6qWGb32ceEWSG1XrWWw3oagbQSS/SrscK2ofAlp/VCVQdD71Y2P+X/gZE3ts48okZ34dwht8xca3Kp0xKP8wQcf5UenzvGD46NcSOdwPQ9NCDriUR7eNcjDuwdJhkPrPdRVxfZs0pU0s9VZ5ipzzFZmr2gz5RnmqnMbPvfoWqSCKXqiPfREe+iN9Tb73lgvvdFeksGkf8G6CchZOSZKE0ogFca5WLq4wJZ+I4Z/6kKnJ9rTNA8ZSAywPa763livX8Nrg3PLvztCCDD3qOYVwcsAArSWtb/IcU+DfUjlQBk7VBjQFQMOgTEMzkmwj4LzFpi3r+04NxCfOfSZa34xDiYG+dRdn+KxgceWHwtcK0HmHGTPQfaC6nNjkD0P+XEoTgEq6mR+77NKVDKqTbx55T49AK3D0L5LtY490LlHLRsrm0ArvWw9hO8C6EOgLSLSRQD0QfU77p6F2gsQemxFx+GzsoRMg3fvHeHRPcPMFsuULZuQadAejyyaJ7VZsF2bdDXNXHWOucrclX19ebYyS9bKrvdwl42pmXRFuuiJKZHUFelqCqXuaDc90R7fgWwTIKUkY2WYKE40reebrXSRieLEDYXzryWGMOiL9ynzkLpxSH+8vymU/Ppdm5dbXkTNR2gxWM88I+tZFQKmtS4uoBoIQ+VGeXPI6rOIW1RESSn53rnvLbrP0Aw+deen+MS+T2DqS/yCkhJKs5A+DekzqmVGIX1WCabSzMoN3md1cWswc0y1+WgGtO2E7gPQfRt03w49d0Ck9eafy/qhyp0UscUFVAOhgdYJ7gzSeh6CP+Xf3d4EiPrsE1fxHlpvGjbec9U5MtUM6WqadCXdFErpapq5iurT1fSGcQpbCQzNoDPcSXe0m65IF13RLrqj3XRHulUf7aY11Or/nm0CHM9hpjzTnElq2NE36nZNlCY29Gxn2AizLb6N/lh/UyQ1TES6o93+jNIWxX9XNxDSPqbyJ4zh6x+staj8CufE6g9sg1LzaletsfDL+3+ZX7vt1xZ/oFWEuVMwe1L1cydhri6crK1zgXF1hJqN0QN1l71G0+sOfHUnvvlzaU3XPk+5+Hm2ytVyHXAtJVo2A54DM0dVO/zlS9tbBqHvbtW23auE1RJnrKRzTBVZ1tqvf7BIAGMqb8pLg28y4XMZjueQs3JkqhkyVkb11QxpK02mmiFbzZKupslYSjBlq9llFxHfiISNMF2RLjojnZf6qOq7I910RbtoDbX6bmObACklBbvQtKKfKE40hVGjZtd0eRpXutc/2TrSEe5QQine3zQOaYiltlCbL9ZvQXwRtZGQFuCytLdFBzyQNaR0EWIN8z82CAEtwHBymLnqHCW7hDPPgOGpw08xMXOEX+l6BztsFzF7Qs1KzJ6E/Ng6jvomMEIq/yeUgnDqkrNdw+kuGFet4YDXcMRruOOZITDCqteDoK/Cr72U4NrgVOqugHVnwFr5Uo6TVVQitZqvuwzWHQcrWSjPqVZJr4+RRmZUtbe+otb1APQehO0PwMBDqg9dxUBAVuvGIUv4uQpRP85FFfr22cq4nku+lidjZZrCKGflyFgZslaWbDWrlqtZspZazlt5JFs3b9IQBu2RdjrCHXRGOpt9Z6STjkhHUzDFzJh/UbpJsFxrQX2uieKE6ksTTJWmmChNbMh8pMtpGIhsi29riqRG3xvrJWxsTudYn9XDF1EbCRFGiSO73l8LB9BABG9JAQUqzGZny04mzpxij22zs9ZoNUZsm46zXwC+sN7DvAKpaxANQyRUb0EIh5CREISDEApA4CJERxBdf4wIDa73kK+PEGAEVAstw6nK85S4Ks2oHLPiNBQmID8BhYuQv6jy0AoTq2fVDmpm7cJLqr3waTUz13sXDD0Cw48qUdWYqRLhek0w+/rnlR7qd1ev/777bAY86VG0i+SsHHkrT87KkbWy5Go5clauuZ61suStfHO5UCtsaUE0H1MzaQ8rcdQebqcj0kFHuIOOiFpvCKaWUIs/e7SJsF27WdB4qjzVXG4IpKnyFOlqer2HuSRMzaQn2qPcFedb0tfXW4ItvnD3uSF8EbWBEOa+emhQBvSeax/spUGkEOa+tRncRkBKdQE9eRim3oLJQ/zRxBsY2TE2zJ/kaIey3070QaJXtXgPMjSB1L8HoTJEdy50brscLw9uAoI7IDiwdmPfCGiayk+KtELH7qsf5zpKVDWMPhq5a+nTMHcGrNzKjkt6MP6aaj/8MzXDN/Qu2PE+xEAX0kiq39vrlRyQeWUOo28H0bKyY/S5JlJKKk6FfC2vmpVvLuesXHNbrqaWC1ZBiaL6Md5qivYNTDKYpD3UTnu4nbZwG+3h9gWtIZQSgYR/AbrJqDpVpsvTC0VSaYrJsgqvmypNMVedW+9hLhlDM5rOin2xPnqjC23pOyIdvoD3WVF8EbUKSGnXi21W6hdM2xBiCeYGwUfAek4572mtIK6SkyFrygJdH1KPWWWufD19iGsZX6wEnqvylCbeUO5rk4dg4pCapZjHmpYwFBoy3gOpLkh1Kxvtlv2I1IBaTvSpkLnF8MqQq7svyiKIq2SpS08VWNbbEcF3rchFifSy4E4DnnKd1LuWfc51Rzcu2ZvzzoX7pFQzWbMnYOZ4vR2F6aMrZw5il+HE03DiaZU51p6CwQByRwA6exYXydJV74PeiQg+4l9w3iBSSspOmUKtQLFWpGAXKNQKzfV8LU+hVmj2jTZ/fSvmDt0oAkEqmKI11EpbuI22UBut4VYlkkJtalt9e1uobenGPD4bhkZNpKnyFNPl6aZQavSN5dxK32xaZYJ6cIENfV+sj55YvY/20BHuQF/L0hY+tzy+iFpBpJcB6/v1ejGzqLwHHfR2CD4MwXcjtGvcfdYHEYF7kLIIzpl6vZnopQsyKUGWlZWy1gGB28HYu4qvJwvWM/UCojOLvJ5HEdoyXM0aeJ6aQbj4k0tt4hCsQwy1JWDMMJgOxSnGO3FT2zHbdxHrGKattUJ38BQRkUH9LCZB9yCYhOBdCO3qNWOEFoHQ+5FeDtxzQDeIVN3AoY60VC0hQmCMQODhZb0WaR9Vn8faT5QARoIIIo1diOAjELhva4aCCgGxTtUGL/sZFqZg6rCazZw4pER6+szyn3I2C7MgXp1GJiOwcwC5awDak2o8sqreWxEBYycE37Hs59wsSCmpeTWKtSIlu0TRVn3JLlGoFZrbirWi6ucv1/vGcRs98Xy9CBthWkOttIZaaQm1NJcbbb5QSgVTvlPYJsZyLabL06qQ8TyBNFOeaYqjmcoMlmut91BvmEQg0RRIDbHUHe2mN9pLT6zHN2/w2XD436QrhHTOqiKazqgKtQMQJkgb3HNIZxSsH0DstxBXcd8TQiCjv6aEUu01NfsDddt1oWYwpAS9G8zbEdHfWLUvFOmMIot/Ac45Net11dfzmwhj5MZOXpiEsVcvhUddfGPlw6+uw0VdZ9Q0ORswGDVNzpkG5wyTSUPHa/5MK1A5DheOw4VLj20xBd1hne6QoCus0xl6jc7oF+lM/QIdsf20h9sXL84YehLhZZHVfwJvAuQUaHFAq5sTVJXDm7ETEfvtm65TJqWE6j8gK19VMx8yV5/VvHQxL+23EMFXkdFPrv6s4kYi3qXajvdd2lbJKOE+9hqMvQxjr6htN4nIleHVo4hXjyJbI8jdrbAzrkI7zd2I2G8hxMYt0toQPWW7TNkpU7bLlOwSZadMxa5QckrNbY3t89dLdql5TEMwOethFrKJiZtxUiE1W9QSbKEl1NIUR6lgaoFQagm1+AnvWwDbs5mrzDUF0kxlpimIGmJppjKz6WaPGhiaQVekqymKuqPdzdpd3ZFuemO9fr0un02HkHLrJb0KIV47ePDgwddee21Nnk+6U8j8/wrOEUCC1qXuOAtRnz2qgDeJspbei0j8a4TeffXzyRpUv6Nqybjj6sIX6qF03YjgOyH0OOJq4X7Lfj3TyPwfgXMUFQK2jNfjWCoc70L94nTs1TVzx3OB86bBGdPktGlyJmByxjQZNQ0qq1ws09AMWoOttIYvXQS1hlpJBpMk9VmS4iwJPU3SqBE3BYlAiFigCzN0P4Q/uKwZPll9Gln6vCrqqrXVQ0PrITnSA5kFdxL0XkTwUVhFMb4p8TwVCnj+RRh9AUZ/CMXJZZ1SCgFD++Du30bs+VlYRoiUlBLbs6m6VaqOahWnsnDdrVCxK83tFefK9bJdVr1TXrBecSr+jM8KEjNjJINJWkOtJIIJJYLq3wnJQLIplhriKBlM+sU3txA1t8ZcZY6ZihJGjRmk2cpsc32mMkOmmtm0JiQCQVu4je6IEkYNsdQoZtwT7aEt3ObnI/lsSO6++25ef/3116WUd9/oY30RtQLI4lPI6tdUOJa+fWGIVvMgqcK4RBAR+iAi9uvXP690wH5bFeBFqgti88DS8quWgSz9jZrFkFXQB67zegL11/NJtb04DRd+DOdfUsJp4o21qSGU6IOu/dC5FzrrffsuThXH+N757/GD8R9wePbwhk8ODxth4maceCBONBAlZsaImlEiRkT1ZoSIESFiRggb4WYLGSFCeoig5hKs/AUh7zTBQDdBI0VQ19AvF0myWg8ZHUIk/uDWMii5UaRU1vhnnoXTzyDPPo9YRqhpOZTg6OB9HNp+N5lAiKpbpebWLvXOpXXLtZQwcqtYjtUUSpv1YmszEzbCJAJKBDXEUCKQIBlMkgqmFu19QbQ1aeTnzZRnmK3MNttMRa03hNFsZZaslb3+CTc4raHWBcLo8uWuSJefO+ezafFF1GWspYiSXg6Z+z0ldoydcK3QKFlTphHmfkTyjxFaatXHd6Oo1/P7YL91/dfj1WDuLZhOImYHEedfW5H8kmuiB5RA6roNum+D7gNKPIWv73RWqBV4fep1Xp9+nTdn3uTI3JENXQF9JTGEIKAJArqGqWlqWXiYGphGCtPow9RNDGFgaAubqZnoQkcTGoZmoAkNXehqm6aWBaK5XQi1LBAIIRb28wr4zp/9mv89JBv/pGyKBU96eNJrbm+se9LDw8PzPFzp4knVSylxpaua5y5YdqSD4znNZddzcTynud32bLU+b9n2bGzXxpEOmudysGrxrnKFR8sVBpybC1Wzge9EI3wumeBo8BYKqVxHTM1sCp9EIEE8ECcRTJAIJBZsX6wP6P57tNVphNTNVeaawmiuOsdMeYa56twCwbQV/nZoQqM91N4sZNwV6brUz1v2P/s+W5nliCg/J2q52G8qa2MRvbbgALVfRNXx9ptr4qx3w9iH6/bpkStfj5SQzsPYNGJ8GsZnEOVGwdBXVn4sZhR6boeeO6D7drXcseemQ6HigTiP9D/CI/3q5+54DmdzZzmWPsaJzAlOZk5yKnuKqfLUSr6KDYEjJY4rKbuLzcTN1JvPUvCE4OVwiJfDIf6kNcWQ7fC+cpn3lcrsqy2hVlQdE3iiVOaJUpmXQkGeSiV5ORS8tv39LU5QDxIzY8QD8Wabv54MJhesN8RRLBAjEUgQMjZuLprP6uB4DplqhrnqleKoIZgaAmkrzBo1COpBJY4iXXREOuiOdDeLGjfEUXu43TcZ8fFZBv5vz3LxispsYan5SSKkjvcKqzuum8XL119PaKFoGptSoqmySo4/RkgJpb6Dqqhp713QtgNW0a7U0Ax2tuxkZ8vOBdtLdonR/Cijs1/hfPq7jJUdxsqC8XKVmWqNjR0Q6LOmCMHZgMlTgSRPpZL02zYfKJV5olhixF76DNUDVYsHJqf5STDAf2pJ8dIWE1OGMIiYERWeOi9MNWbGiAViql9sORAjbsaJmlHigbh/R9wHuJRnlK6mL4mheX26cml7xrp5k5iNSCP/qCPc0RRFl7euSJdft8vHZw3wRdRyEQYgYMmX1h6gX0r032jk0nB8AjE2C+M/njfTtJIINaO07W7ouwf67lYhehskpjpqRtnftp99kVFk208At1n82PY8pio1pqoWk5UaUxWLmarNTLXGTLXIrOUxawmqa5EH5rPhuGCaPJVK8lQywd6azYeKRZ4olkl5S/t+uMuq8dTkNC+Hgny6JcXh0OqYx1wPQzMIG2GiZlT1Rj0fr56Td0WenhkhakSJBWLN7VHz0npQD/oXdD5XxZMehVqhKXzS1TSZaoZ0Na2E0jzBlK6kKdgb9CbkMkkFU3REOpoCqVHIuDPSSWe4k45IB23hNj/Pzsdng+CLqOWiDyibaucsaD2LmzA0kBK8HOiD6nEbgXJaJcyf+T6ceRaRPc+KX+qEW2DbvbDtPui/F3oPQiix0s+y8hgDIGLgngetG4TA1DS2RUNsi14WFiQ9cI6BMYJI/Fsqsqf5Rz9bzZKupslaWbJWlpyVU62WI2/lydfyzeKhPlsEITgaDHA02MqftrbwvlKZny8Uube6tJnc+6oWn5+Y4lvRCH/ekmLCXPhVbQiDkBEiqAcXGIuEzXBzW9gIq231/Y1tl5uSRIzIgu0RI+InifssCyklBbtApppphtI1hFFjfb5IylQzW9oRsjWkanQ1BFJHuIP2sMpFmr/dn2n18dlc+CJquRi7lCByx5V1tLiGNbXMqhkoYxCM3Ws2xAU4NVUL59T34PQzyn58pZ2+2nbC9vuh/wHovx/ad27O0CRjHxj99fc2p4rjXg2ZUSGQxgjow0SEIGJG2BbftuSncz2XkqMKkM4vTFp2ypRqqh7P/Ho9Zae8iL11nmptkqpbw/I0LFdS8zzfy20FEQgCegBTMy813SSgBwhogUv7dJOgHiSgBUA3+UctwGuVAveff5MD44cxl1A76fFSmfdXXYr3/1fU3vEvCQWTBI2gfyfaZ01xPZdcLdcUQRkr0xRBWStLupImbaXJVrNqu5Xe8rXBDM2gPdxOe6id9kh7Uxi1h9ubM0jt4XZ/5sjHZwvji6hlIoSA0GOq+Kx7FtBBS155oJcHd0JZSod+am1DWzKjcOq7SjidfR5qxRU7tRQCuncgBt8P298B2x+AaPuKnX89EUKD4E8hnQvgjqLe2/iVB3o5cKfUexu8+fdW1/RmIvzNIqVEFv4Yai+CLIE+gMTA9pSYqnkS23Ww7Alsz8HWhrHDv46DcYUjXcOxruFe13C486SH4zlXOOFJKfHwcD11R3m+m16jb46zLusksunYd7lzn0Cg/l9y+9OE1nT/09BUP681XATnOwfqQkfXVN9wF2w4Dhqa0exNzbzCmdAQhnItrO8PaAH0lcjTK83BK38DL38GynPXPFRzLRIv/hUc+xY8+WkYetfyn9/nlkVKSckukbEySvRYGbKWEj+NvrlcF0s5K3fL2Oqngqmm+GmKpPp6R6SD9pCaOfJzjnx8fHwRtRIEHkKEzyMr31KhX94MaC0o/y1bufFJB/RBROgxCDy8uuNxLDj3Ipz8Jzj5HZg7uWKnlpqArij0RJDbhhBD/wxSv7o5Z5qWQvBRhHseWf2n+ntrquK1GMqAQ6ZBukpAhZ+AwP3rOlwhBMR+HZnPqeLPzgmESBLQ4gR0QKuAloZAFIydiNi/Qpi71nXMtyTRNnj09+HB34RXPwsv/B9Qmr72Y9Kn4XNPwt2/DI/9IQQXEfQ+txSNsLlcNdcUQzkr1xRBV7S6aNrqs0SXkwgkmqKoLdRGW7iNtlBbUxy1hdtoD7XTGmr1Q1l9fHyWjC+iVgAhBDL8MYTWiqw8Dd4UeFnARc1edILWhQi/H4IfWJ27V4UpOPltOPFtleO0QrNNUgjoSkJfFNkXh+4kBNvU6wk9BqHHt/TdOCEEMvJLCK0NWf0OeNNq5qn53naB1o0IPw7LmIVaSYTWConfh/J/RtbeUJb1Xt2hSgRVyKExgoj8C4QxuK5jveUJRJWQuudX4OW/hh/+OVSvY7P82mdVDuNHnoL++9ZmnD6rjuVaZKtK7ORr+StyKBdbz1m5LZ1LdDUEgpZQC62hVtrCbaqfJ44u731h5OPjsxr4xXZXGCktqL0C9lGkrCBEGMw9ELgPsVQb9KU9EUy9Bce/pdrF11fu3F23wfAjMPQIcvs9II6s/uvZBKj39sdgH0PKKkKLgLEXAvcirlcjbJ2Q7hRYL4A3CXgqryv4AOgjG0Lw+VxGJQPP/wn8+DPgXafmlNDhvf8WHvwd0K5haOOzZkgpqTgV8rU8OSvX7BtGMs3ly9bztfyWKN66HMJGmLZQGy2hFtpCbbSGW2kNXWoNsdQaaqUl2LIyYbU+Pj63PMsptuuLqM2Ea8O5F+DYN+H4NyF3YWXOm9gGI4/C8Lth+NEtk9Pk47NpmTsNT/+BCse9Hrseh498BkKL5GL63BQ1t0a+ppwzGw6aTWF0+fplvX098XuLENJDzdmiVCilBFKw5Qpx1DgmbITXe8g+Pj63IMsRUX4430anVlKGEMe+Dieehmpu+ec0IzD4MIy8F3a8VxW19WclfHw2Dm0j8ItfgqNfg2/+LhQnr37siW/B37wPfvGL0Dq8dmPcwEgpKTtlCrUCOStHoVagUCuQr+WbfXN5nihqbLvVZ4UWI2bGaAm10BJsUX19uSGSGjNEDVEUMSPrPWQfHx+fVcUXURuRag6OPw1Hv6oE1Er8Qe/YAzvep9rAg2DcWqF4Pj6bDiFg388oN76n/zW8+fmrHzt7Ap56rxJe/feu3RhXCU96FO2iqp9WF0CFWoGCXViwXrSLC4RQ45hirXhL5gotlaAeJBlMNkVPKpgiFUw1lxvCqCmYgi1+XpGPj4/PZfgiaqNQTqsQvSP/CKe/f/18iOthRmDoEdj5U7DzMUj1r8w4fXx81pZwCj78f8Ken4av/pbKm1qMShr+7mfgo/9Z3SxZJ4v7a5EAACAASURBVBzPadY4K9aKl8RQXdw0hE9jW8kuUawVVdHp+r6SXVq38W82wkaYZDDZFEKpYEoJpPniKNhCMqREUyqY8meJfHx8fFYAX0StJ5UsHPsGvP3/Kbet5drOJvth1wdg1/th8J1ghlZmnD4+PuvP3ieh9y748i+rgtmLYZfhCx+Df/Z3sPvxGzq97doUbVXkuSGCGgKn5JQo1erCqC6K5h/TED5Fu+iHwt0kutBJBpOqBZLN5fnCaH7fWA4Z/ve8j4+Pz3rgi6i1xiooN723vqJC9ZY749R3t7pY2vU4dO33c5t8fLYyyW3wX35DmU68+reLH+PWcL/4cX74rk9xpn2oKYrKTrm5vFjzDRFWBkMzSAaSJIKJBWIoEUgsEEKNfYmg2h43475jpo+Pj88mYsuKKNuzmSnPkAqlMLV1juV2LOWydfjvlTmEU735c2mmsh/f84QSTomelRvnTSCdC1B7AekqC22htUDgATD23NAFgZQ1qL0K9ptIWVL26foIBB9GaImbH5+U4JyE2o+Q3hygIfROVSDZGEB6abB+iHRGgRpID3BBBABRfz33g7F3+Rc4nquMQuyKmjGwK+qz4NbUZ8S11Wyk56gCvtJTVvagxLHQlK21poNuqs+CEVL5bWZYhXAGohCIgbExLddvRaSU2J5N2S5TcSpUnAplRy2X7fKC5ZJdau5v7JvfN8RQ2S7z4bYWfn8uw2JGz7rncO9zf8Fnujs5HPLzH28UTWjEA3ESgUSzNYRQIrhw/fI+bIR9MeTj4+NzC7CiIkoI8U7gXwEPAq1AGjgMfFpK+c3Ljn0Q+DfAA0AIOAX8X8BfSrn8jOCxwhjv+fJ7AFWtvGGlOj959vIwieYfwmCCoL7MCw/PU3bkh74IR74K1s276knTgOG74cCvI3Y+BqGbFxUrhXTnkOXPgv22KuYqK4BEiiBUvw/GIER/CWHsuPZ5pATrWWTlq6qWkZcFHCQaaHGofhUCD0PkowhxY2JYOqPI8ufAOQPeHEhLbRdhqHwbiatEiVdUzytzIBt34zXQYkgteeXrcSwozdTbrGrlOZWTUsnUW1YZhFh5NftoFZRwWiv0IATjyvY63KLyaiJtEGlXFvaxLoh3QbxXCfFQ6paexbQ9m4pToepUqTrVptipulUqtuqrTrUpeOYfc9VmXxJMq2Fy8IVEnCld53+bmSW4SKWKiJT81dQMv9jbzbi5Ze+XXZWgHmwKoVggRiKQuEIYJYKXbasLpKgZRRN+7S0fHx8fn6uzYn9ZhRD/BvhDYBb4OjABtAN3AY8C35x37IeArwBV4IsosfUk8OfAQ8DPL3c88y9aGta1o/nRJT8+qAebf1jjgfgVLWbGVAuoPmpGiQViJHMTpI4/TejIVxH5izc9fhk0YagdORyFbWEIdiHCNWQwznpf6kp3Bln438E5Cl4GtBbQ6rWlZBncUfCmkN4MxH4bYe69+smqX0NWvgLOOTXTorUCQcBRwsadRHoZ8GYh9psIsbSPrHROIQt/Ds5pkCV1Xq1D7fRy4LwBSNW0DjVurwaWBUUXihKKBUR5GkoWlL4P5c8iKyAq+Zv/4a0VrgVlC8qzSzvejCrzkWQ/tAyq1jai7O9bBtXM1xriei6WazVb1alesV5za01xY7kWVbeK5dT7+jGNbRX3kkCyXOuSYKrvd+Qy8xHXiWeiEX5T6+QvpmYIL1Lzr9Xz+IupGT7e20VlkxXkDRth9X1rxpsiqNmbsQXfx43v6fliadk3wnx8fHx8fK7BihTbFUL8PPAl4LvAR6SUhcv2m1KqW/xCiARq1ikJPCSlfLW+PQQ8A7wD+JiU8v9ZxnheiwxGDg7/h7WpmdLiuvx0scTPFEvsq918XoFl6oz3dDC9rYtCTzuhgEFI1wiKCkFmCJn9hBKfIBR+iKAeJKgH1zxsREqJLPzPUPsxyCroA3C5sJEeeBfVzI+xH5H8XxBa7Mpz2YeQhT9TM0V6txJjVxxUAecs6H2I8M8jIj+7hDFWkLn/Aey3AB30bUqgATgOpE9DZgJyZUTBg4IHeRsKDsLZesWnl4vUDGrJfiqtg5RaBym0bCfXup1iKIXl1ah5NWpuDduzqbk1LNei5qptjX2Xb2usN/qqWxdFdXG0WUXNevFApcpfTU0vOiMF8LVohP++o23NZhujZpSoGW0KoMbNpob4adyAaiwv2FZ/jKHderNnPj4+Pj5ry7oW2xVCaMAfA2XgFy8XUAANAVXn54AO4O8aAqp+TLU+m/U94L8GblpEgaozspoYUvKucoUPFUu8s1zhZu/T5zXBM5EI345GeCkcwhECJjKqXcER4PcXbAloAYJ6kIB+qW8sm5qJqZsENLXN1Mxm39jXWDY0A0MzLi0Lo7mt2YSB5l3EqL6GLufQjX50rYwuBLoAXQg0IdAE6LSgy3F0bRTN+xpG6N1oQkMTGgKh+tI3ENYEmtaCEAmE56IJgaCeAoRAiBBC2w7OeUT1ObTwB1W+1LWovgjpk5BOQy6KyLwG2QJkC4ii7xx2owjPIZg5SzBzltTpS9vTmsaRYIBDwQBvBoMcDgYp6JtrtmOr8FI4xO91tPNn07OL5kg9WSrzYiTM12PRq55DFzoRM9KcWZ/f5s+2z1+OGlHigbgSTPXeD4Xz8fHx8bkVWIlbfQ8CQ8DfAxkhxBPAAVSo3stSyh9ddvx76v3Ti5zreZQYe1AIEZSynsSygdhRq/HhQokPFku0ejcn1MpC8GwkzLeiEV6IhLGXcXe4Vp8JYF2MtY4u4ZhZ4I/q7VqcWcK5vg/cAyiBpQG9jsOOmsOOWo0Ru8ZwzWbQthcNbfJZWVo9j4crVR6uKKMUDzgRMHklFOKVUJBXwiGKmyyEbLMRNsJEjAhRM8rF1ghfCE/w8XOHFz32f8yWee8j/xNGctsVIilqRgnpId8QwcfHx8fHZ4mshIi6t95PAa8Dt83fKYR4Hvg5KeVMfdPuen/i8hNJKR0hxFlgPzDMda7ShRCvXWXXnkZOU762/PyViOfxeLHMR4pFbrdqN3UOG3ghHOIbsSjPRcKbLj9hvQl5HjtrNntqNXbXbHbXauys2UQ3mViqCEFZCCqawBKq1erNFgIXcOv95RJdA3RAlxJDQgCJKSVBKQl5krCUhKVHxJPrYrupAXtqNntqNv8iX8ABDgWD/CAS4vlImBOmecuaV+hCJ2JElOgxVR82wkq8GCGiZrQpiBr7G+Kosd44piF6wkb4yhkfKeEf/iW8+fkrxhCwK7zv7afho//3Gr1qHx8fHx+frctKXGt11vvfAM4C7wN+DAwAfwq8H/gyylwCVC4UwNXs6hrbU8sZ1EhqhBc+9gK2Z5OzcsxV5shaWTJWhlw1R9pKk7fyZK0sOSunWi1H3lImFK7ncJtV4+cKRT5QKhO5yYv114NBvh6L8J1ohJy+WKCNz+WEPY+9tRr7rHqr1Ri0nUXDlNYDD8hoGmldJ62rPqtpZHSNnKaT1zVymkZe0yhqgqKmUdI0ykLgrYWIkEpQxTyPhOeR9DySrkfK82h1Xdpcj3bXpdNx6XRduhyH1TBEN4CDlsVBy+J3MjnGDJ3v1UNXDwcDG0pQaUIjbIQJ6SFCRqi5HDaV2AnqwabwaYihxnGN1lifL4Ia+0zNXJtZHiHgiT+F8ddg9viV+49+DU4/AyPvuXKfj4+Pj4+Pz5JZCRHVuLYVqBmnN+vrbwshPoyacXpECPGORUL7FqNxpXFd1XK1JLD6DNVBAFMzaQ+30x5uX8JTA9U88tAX8V79W/TppYSrXckFM8DXY1G+Gg0zdgtaC98IupTsqNncblkcsGrcZtUYtu11E0yWgEndYMLQmTIMpnSdSUNnRteZNnRmdZ20rqvctY2KEFSEoKJpzFz/aISUtHoevbZDn+PQ7zhstx0GbJsh2yF1k2Grl7PNcflEvsAn8gXGDJ1vxKL8YyzKBfPKjEKBUOYpRrCZ9xcyQk1DlZARIqAHmqInqAcJ6SGCRr2vH9PYN18gNdYbx0SMCOYauw+uKoEIfOSv4an3qHpjl/OdfweffBT82XAfHx8fH5+bZiWu8BsOCGfmCSgApJQVIcS3gV8F7gN+xKWZpiSL0yiCdPOFlW6GiTfhlb+Fw3+PsEs3fhEfTML+/wLu/Of099/HbwC/4tUWFNBsFtJsFNi05ygX/p6qPUlZtlB1oeJ6WK5H1fWouG5z2XJdqm4Ny9OxvABW3Q1ts5F0Xe6watxVtZrC6WZn+W6WKV3ngmlw3jAYMw3GjUttTteQG1kgrQJSCOZ0nTld57gWx9CMBUYkbZ5kpGYxXK0yVC0xWM7TV85jLMO8ZZvj8slsnk9m81S23UPlzl/A2/MEgUCMkB5au5mbrUrvnfDgb8ELn75y39RhOPpV9X3l4+Pj4+Pjc1OshIhqxIxkr7K/IbLC846/B9gFLMhpEqoI0BDgsDSngeVhV+HIP8ArfwNjr9zECQQMPwp3fRz2PAFmeP6e5l3zltAi1t11ZLGCrH4TZE3ZhVNVxV/xaE7KSQ+8GWUBHvkYWvSXAeVAON8qejFradu1qXlKcFmuheM5ykLac7A9u9ka647nXLHsuAUcN4PrOTjSxbHH8GQFR+q40sCVGh7geOBJiSslnvRwvRptNThQgf3lEgdKRQZr1Zv4Od84JSE4a5qcCRiMmiajpsm5unCq1u/AC0Ag0eo/ZoHAFCq3h3qvCwCt7hrooQkdTYuhaQE0NDThouGhC9A0A02E0TQTXehoQlvQ69q85XozNENt03Tlfii0BY6IzfV5bomNxy1wU6xvX8xpcb4D43xnxvnrAT2ALvSlCxfHgsm3YPxVuPAynH8J8mM39V6Fx14lPPYqPPsncN+vwT2/CpHWmzqXzzwe+T049CUoLFKv7od/Bvs+tKFCKn18fHx8fDYTKyGinkeJnp1CiICU8nLnhQP1frTePwP8c+ADwBcuO/ZdQAR4flWd+XJjatbp9c9Bee6GHy4TIeTeEcQdT0DnLyGM/psfS/jDYB8D+w2wX68/gYeyonBpFoRFA88D6xWkiELog2japZyL1UDax5DVr4E9BV4VZB68gqoPhQPUABNEuF5wtxPyNbgwihibgokqorC6okkaYejcjezch+zYAx17kR27CRrPsNv6DnvcC6B1ILQWEIYSCW4GnJNABSWldFhg5dAIcwqBSID+/7N33uF1lFf+/7wzt6nbsuXeu2nGYJoNmBYgtBBCIIGQsgmbpSSbJb0uSTbJJtmUTfJLz6YAIST0ToBgwAZsB4wp7r3IRbIsq942c35/nJElS/deXcnStS2/n+e5D/jOOzPvzB3D+51zzvdUarNfdzQmdgFS9C+Y1EIk/rQ2CZZA9JoIOIMx4ZOh6AqMO6Jfr/2QEorCmJP1c9rH9bu9m2HTQtiwQD/Nu3t2zKad8I//ghd/BHM+AvP+HUqHdb+fJTOREjj3i/DwJ7pu27EctrwM4+cWfl4Wi8VisQwA+qrZ7p2oMPqWiHylw/fvAJ4CGoAJIlIfNNtdj6bt9Vuz3ZNOOumkV1/tEOgSgc0vweJfwqpHA6GSP+IYmDQEOWYUjCkGmsEZBO54TOktmPAxvZ0ufsvd0PRT8BtQcdImnPZfEeDqgt5EwB0O4eMwpbdhnLJenzcXkliENP8evG2BSBDwm1Hh1CFK1uzB9jhmewq2JzBNGWow+oqykTDiBBhxPIw4DoYfD5UTwemafCmShpY/IfEFGsWTRr13oFE/Sel3SIfr6Xzfg3vuVKoQi85Fij+Cab1HBZRXDaTAqQAcFZfSrOPdSZiyf8eEJvbf/Tic8X3Y+Qas/Tusegx2vN7zY4SLVaDN+xQUHZTPzNGLl4KfngT1W7puO+FarZ2yWCwWi+Uo5WCa7faViBoGLAKmAC8CS1B3vnejq9LrRORvHcZfifaViqNNdeuAK1D783uBa+QgJnaAiEon4K374JWfw87M/VNyIYMiyDHj4ZiZUFLcYUO6fREdmoEp/0qvIg+SegNp/FEQGQmBXw8k0IW9i0ZF2vLNSiE0BrwgtS9yOqbsc31eOyKpVUjj/+icnEEgBvxqkBZIR6A6gdnWCFubMXvTfXru/XMoicHwYTDqZBh7OWb0WT2OSogIpN5AEgsg9YaKJ4yKQn+fRtXcUvATQCoowk+j994HHDBlUHQJJnYJhGdD/HGk5W7wNoM7EsygA1OiJBk8F6JCt/xrGMcKAOq3woqH4K17oXpZz/YtqoTzvgInfzijYLZ0w8s/h6e+2PX7cDF8dp1GrCwWi8ViOQo5GBHVJ9ZxIrLbGHMa8BVUOJ0ONAKPAd8RkVc6jX/QGDMf+DLwHiAGrANuA35yMAJqP34anv8eLPlNj9OKxAnDlHHITAfGTtR0rs6YELhjwdsC3laIPwMlH+jZeUSQ1kfA2w5OFZgSkFaNkpgS9osoQxDlaNXFf2gSpNdB6m1Ivw3h47o5U8+Q+GPBnCrAVEHt67CpBrM1oSl6fh8bQURKYfRJyOg5MGoyjJwCZWPAHYYxvTffNsZAZBYmMgvx68HfqxGqpp+AXwfhiYFI9IGERiuNC+IASb0HphQTmoqJnIRIHIk/pb+5OxYyRQFNBNxx4G3SVL/EAiiyBfwMGgtzb9VP7Vp4/S54/c/QtKv7fVvr4LHbYNkdcPn/wshZ/T/fgcSJ18GzX4d0p9TaVAuse0ZroywWi8VisfSIPvPfFpE6VATdluf4RcAlfXX+LuxeAc99q2f7VIzVt93HzULkD4GQyG4KgTGaWpfegCRfgaKrME5x9vGd8TapGJJWNZXwtgFJXYibzpbLUaBJU/5cH5wh4O/RRXofiijxdkDLcti8HbPVhU2L+76uafBEGHsajDsNxpwKw2aC49KfJe7GGaSCKfEK4u8B44CpaNsIFLWb6xvQWq+xkN6EJF5WIZRcDP7uoPYpRxqlccAZDt42JPEixC5DPVMsAAydChfcDud+WVP9lvwaNi/qfr/qZfDrc+Hsz8DZn4WBZEvenxQNgmkXq4lOZ9b83Yooi8VisVh6wcBd2fWk5mnSuXDqjbrQcFxouQta9qmA6i5VzsR0Ue3vBW8jOMfmf97USo0sORW68JYmTRM0GYSYMejPlQ7qbgZDejWSWtU34qNxJ6x+Albeidn0Gsbrm95AYGD4cVrAPv4MGHcGlB1Cw4X0Kr3nJp/ftkgjU36tRpVSwb65hPX+fYsB0dRLrxpC4/pk+gMKN6w228deCdtfg4U/0mawuVrEiQfPf1cbxl79fzDI3te8mHl5ZhG18YXCz8VisVgslgHAwBVR3REp1TSXU26EqmkHbpO4LtbyjiqFAU8jSj0irvvR9kbdRxeQ2Rb3gfmBeJpOiA+SRMTDmF7UitSsgVWPaDRg+6v7z3AwCMDQcph0MWbSu1U4FeUhOgqFBPc878hQ8NsSR6Tz75UDY4JoYm+ei6OQ0SfBtXfArhWw4NuBmMrBtqXwq7PhvX/QNgOW3Ew+j3bzlA7s2wINO6B85KGYlcVisVgsRywDV0Q5WS5t8ER1/DrxeoiVZx7TFoGQfJvZplAntx5ajZsi3Y82V/g2E4lsQir43rioAYIDJpK/gBJRx7QVD2uzzdo1PZtvtsNWhGHsMGTcBBjRCCUTMBWfh9CUPjl+n2JigKsRv7wIfltiGBNDcIPvukEkeH568VwczQw/Bq69E7YsVjOE7a9mH9u6F+64Ci77EZz8ocLN8UikuFLTZnev6Lptx3IroiwWi8Vi6SEDV0QVDwWa2v884Sw4/ab2lL1chGao65q3LTB8yBGfkbg6sjmDwe2hnXVopqbypdeBM1Ld90wTKqpinc7jB6l+MTWd8PeCGYQJz8x9DhFdJL39gLqj7d3YszlmOmTUgTGlyJhiGGOgvALC0/VcXjM4Q9Vc4XCk7Z77O0CGdPPbtup9d4ZCaDz4MyHxXND4uJtmsNICGHCHgTuqTy/hqGDcafDRZ7SX29P/CYl9mceJB498Uvu9nZVXOebRy8gTM4uomlUw/eLCz8disVgsliOYgSuiSoZCxMCMS+CMW3rm6BWepQtfbzvIXjBZFswi4O0EpxITOX2/qYRIWr8nDkTBHZnRWMCEJiChqXoev0YX636d1jwRCQwP2kgCIa21kbge350E0XPap+M363FIQ81OzIrn4O37oW5D/teeBamKwLhSZHw5VMXAkcAy3FfxRwz8TeAMwUTnHpSrXr8SOQncEVqnJPtULGei428bnYsxUSRyGjj36b5+AzhZIpnig78zuBdnWVOJ3uI42nR32kXw0K2w/tnsY5/9OiBw1qcLNr0jjqrpmb/fu6mg07BYLBaLZSAwcFd3Tgg+vRKiPW9Ga4wLRZch/i5IbwiiEZUHihpJgbcD8DTqEnsH4jdAYgGSWAj+rqB2yVWntuiZEJ2PcSoOPFfRZUh6vUajDNqXiHQQySgK7Lbj7E8r8+vVIY4QyC4ksRjx6zHp1UjtAli1BrNmG2ZPYy9vXHB54ZCKpgnDYdxQiNUG4s4HmoKeSqJzkhZIrwSiaqAQPe+gzt2fGBOG2KWIV6tGIHiByUTn3zbo9eSOg+j5wb5RiF2E+HXqrEi2PlHbARdCEyA6v2DXNmApHwXX3wsv/wyeuT149jLw7De0/m7OvxR0ekcM2Uw4GncWdh4Wi8VisQwABq6Igl4JqDZM9Gzw65DWB3VRnN4dRB5cXShLk1pmu5MxpbeAJJDG7+vi2qsFRM0LJA1sRrwNkHgeSj+BCU1oP0/4BCi5AWm+I1h8t+o5MCCNqGhpW6R77I9IYTTdbO/vYd1uWNuEU90hfbE3VIyF6e/Uz8gQEr9DUxqlIahH9ziwHsjo/GQvSETFYsmHMO6Qg5tHfxM9D+PXaY8ufwfILk3xwwFJtLsfutMwZZ848Hpi79R9438PGhDvDJ4LJ0jtbFHBHZqMKf2EbbTbVzgOzPukRpT/egPEs6T3PfYZqJxkzSYyka1ZdWtdYedhsVgsFssAYGCLqIPEFF0J7mgk/iSk14MfiBqnDMxYTOQkiF0OJoI0fgdSK9DI1GitWzImMBho1siU34g0/S+UfRHjti9oTPQccKqQ+ON6DH+f1jz5TaioanPtiwbHrYRtglm5GjbUYLyDaH477BiYcRnMvAxGnLA/qqKtkoZr493EK3r9GNrNL1z08XGDfUSt3uOPIOFjNGpzmGKMQYquxrhjkcRTkN7Y4betAGcCJnwyFF2OcUd23bf4ek3FjD+totlvBERFtTMJE5kDsSsO+I0tfcSk+fDRp+GOd0PD9q7bxYO/fQRuWqQRLEs7kdLM3ydbCjsPi8VisVgGAFZEdYOJnALhOeBt0MW2JMEpgfDxmMBcQJp/p2l/iJpLdEwNMyYwjCgGb7OKkfjDUPKxA88TPhYTPhZJb4P0GpA44m2F1oeDeqlh0ABmZQ2sXIppPgjb7JGztMHmzHfB0OwOeiY8HULTEO+zGnWhXFPfHLc9nc+4YMoBo9eWWqERt9iFvZ9fATDGQPR0iJwG3npIbwp+21IIn5AzgqT7ngmReZBeDd5WTQF0yiA8C5OtVsrSN1RNh488Dr+/FBq2dd3eWgcP3gQ3PNh9L7CjiWzNif18nSotFovFYrG0YUVUHhhjIDRZP50QvxFJLgV/D4SmdjKD6HgQRyNU6bVI8p9Q9N4u9VEAJjQGQmP02I0/hHQaNoQwK1Zhttf0+hpkaAky8zSc2T+Eyh64CKZXg7cbcILry7EodUeCtxtJvADRd+h9O8zR33ZKr+zYjTEQnqEfS2EZPAE++CD87h1qdd6ZDQvg9btg9gcKPbPDFy+LNX+2dhAWi8VisViyYv/vebCkXldHPVOs6Wy5MJHAnrwOUsshenbWobL7dcxLf4aVGzCJLIX03SCV5ci0cTBtDJRug1AlMmhIzxrqJv+pNU/O4O7f6psyYLtGZrwtagtusfQXQ6fCNX+CP71LzV8688ztGnE9iNrIAUWyOfP3YdvHzGKxWCyWnmJF1MHiN2oql4l1PxZ0nKTUIrszXgpWPQpLf4fZ9GKvpiMlYZg+CZk+Aao6OMeldqGuf41AD9LNpClIVesaNeuCMe3XJxmuz2LpayaeDfO/AAu+3XVbcw288kuY/9nCz+twpDlLJLtocGHnYbFYLBbLAMCKqIPFBE55ZHgTnhEfNWPoUJ/QuAte/QO8+nto3NHjKUjIwKRSZGoRjBsLkalZzmuALHUR2ejx9Xm9O4/F0lvO+jSsegR2vtl12+JfwNxbbbQFMhtxAJQNL+w8LBaLxWIZAFgRdbC449Q4wtsEzqjcKW8i6rznTgB3LFQv0zflb90HfpZ6hRzIyBgyowwmV0I4BRhwi7sO9Ft0m1OpaXk9wR2rZgv+Pt0/54SSahHulGr9l8VSCNwQXPxd+MMlXbe17IG3H4QT31/4eR1u7FmX+fts/aMsFovFYrFkxYqogyU0XZuq+ttB6tW9LhtSD34ItqZg+W2w5eUen05KYjBzInLMaCjZFjTAlSClsKSr0BEJ3P2GYCJztdlsT4jMhdYHtLGwxHOnLfq14AzChOdgnCOgDkUEUi3QWq99h5JN+km16sdL6sdP61hQZ0LjQigafIogWqp1N0WD9RMpta5whWbCPJg4HzY+33XbG3+xIgpg19uZvx/Sc1MVi8VisViOdqyIOkiMMRC7AElv1GgUIbW67kyiHla8iVlej9n3ao/OIQDjipFjhsOk8RAaqml26UZd5NMExLTpq+mQtiQC/k6NEIUmQnR+z6/PKYPIPMSvU4v30MSuQkpE3Qn9BnW5i53X7XH91Fpo+SMklwRC0AGnCmIXQ/F1OE6Wnjb5kmiC+i2wbxvs2woN1dC4E5p26adlDzTXgpc4uPNkIlSkjU3LRkLFGH3TXzkJhkyGqhlQ3E1Ez9I7Tr85s4jatFBFciyPur6BipeCHW9k3jb8uMLOxWKxWCyWE50D3QAAIABJREFUAYAVUX1B5CxMbBMS/7v2gvKjQdpcGOItsHw15o1dmHjPXPakOAIzK5AZLpQZIAH+JkjtAGco2vjW1/PggTiadocD0hq4BkYgNBlTciPGrerd9RVfC1418E/tBWVKA6MJV9P3/D16ztAkTPH1mAxW8G34vg+N34L4YyAtQJJAJupxmjZCy9345V/F6U6MpeKaolS7BmrXQt162LMe9m5UkXSoSLdC/Wb9bM2wvWwkjDgeRp0EY+bA2FOP7gV+XzHlAige0vW399OwaRHMyJDud7Sw4w19LjsTKYPK7H9fLRaLxWKxZMaKqD7AGIMU34BxKpH4U+DvhsYazOvb4a3dmHS+pgyKjBqKHFcGk4ZAuEo1hl+tERuJa2TJi4M7AsInghEQo857fl1wlLDWa4XGqrAJH3sQ1xeBsk9By91I8iU9h1/PfgHnjgZ3FKboakz0tNwHa7wd4o+r6x8uUEL7Y5gA4uDvgn1fxcfFic3XSFfDdtixHHa+Bbvegt0rVTRlsrY+3GncoZ+1f9c/GwdGnABTzoepF8KYUzRt0NIz3JAKqTfu6bpt+z+PbhG14bnM34+ZA06W3nYWi8VisViyYkVUH2GMgaLLIDEdFn0Vli/HeOn8DxCKIcdfhczcB4N2akqgM7y9tsYpV+Hh7w3s0YP6pPKv4oSnIN5uSCwEfzsiHsYph8gpEDquT5reGhOFkg9D0bsgsQi8TYikMKYUIrMhfCLG5H6c/MQiiD8ZCKgYOJ0d04rAj2mN0u5qTM1NyN4ZmOpl0FqX6ZADA/Fhx+v6efEHUDJM+xudcK0ucm19Vf6MOz2ziNq9svBzOZxY81Tm7yeeVdh5WCwWi8UyQLAiqq+o3wIv/gCz7K6eOe2VjoBTb4STPwLucmj+FfjOgQIKgh5MZe31VulNYCKY9GoIT8G4w6D4Kh3ad1fVBeMMVrHYm/O03KlphoTaBZQI1CdhRwtmR4v+s6Hj/ctiyzyQad4NS3+jn2HHwCkfg1nvh0gG50XLgVTNzPx9/ZbCzuNwoqEati3NvG3y+YWdi8VisVgsAwQrog6Wfdvhxf+B1+7omXgafjyccQsc9x4IRQCQhpe0LsgZ2n30wRkC3g4kuQhTdOlBXEBh8P0GSL6hqYgNMajei9neDNubMa09qxXrU5wwFA2C2CB12IuWQrhY+wq5UU0Rc0Kacgfge/rxkpCOq7tfokmNC1r3asTMS/bd/HavgMdug+e+DfM+CafcaMVULiqyWOs31xZ2HocTb93H/rrDjpSNgpGzCj4di8VisVgGAlZE9ZamGlj4Q1j6u545vE2cD/P+HSaf11Uo+TWBjXhJ98cxpUAcvD2ISJ+k7PUb8X2w5i7Myq2wrQnTWADRZBwoH63OeBVj9N/LR0HZCCgdDiVDoXioCqe+vHciKqaadkPDNqjfCnUb1PCidrX+e2/quFpq4emvweJfwUXfgmOutGl+mYhmsdZPtRR2HocLIrDszszbjrnCPkMWi8VisfQSK6J6SqIRXvoZvPwz7SmUFwZmXgZn3gajT+rX6R027FkPqx/XWowtL+P4PagP6wmlw6FqOgyZCkOnac+byokqntwe9sTqC4xRC/PiShg2o+v2VKuaY1Qvg62LYfNL0Fid//EbtsPfPgzTL4Erfqpi0GLJxpaXoWZV5m3HX1PYuVgsFovFMoCwIipfvBS8+gdY8N8aFcgH48Lx74WzbtOFfnc4VWoWIc1gurG8lmYgBu6QwyMKJaLGCCsfgZWPatSlL3HCKkpGztJUyOHH6udI67kULoKxp+jntH/V+7ZnnTr1rX4CNi/KL1K1+nH45etw7Z0w5uT+n/eRQqIx8/fhozQF8pVfZP6+asbR80LHYrFYLJZ+wIqo7hDRBevTX9PFbj44IZj1Pjjr09pkNU9M5Awk9abWRZny3Kk2fq0KqMjcvI/f54io7fjb98PbD2pfpL469CAXhhUj46/EmfARbQgaivbZ8Q8bjIGhU/Vzxi3aEPjNe+G1P2r/q1w0VsMfLoVr/gjTLirMfA93GnZk/v5ojNjtWQ+rHs287eQP21Q+i8VisVgOAiuicrHzLXjyC7DpxfzGG1fF09mf1ZSynhI5A1ofAG+39ppyhmVe6Hi12uTWmQjRM3t+nhz4vg/JF3Qefq2e3xkJxe/DiZyM+Ptg1/3w5qOw8nXM3oMv2BcHqCqCkcXIiCIY7kGRA+5YGPJjFaVHC2UjYO6tKqjW/0Mtzzcvyj4+3Qr3fACu/xtMOqdQszx8ySY8K8Yc8EcRgfRqSC5B/HqMcfQ5j87DuCMKMNEC8OIPM0c1I6Xq9mixWCwWi6XXHEWr0x7QUgf/+C949fd5mgAYddk790swZHKvT2ucYij5MNL0C0hv0JQ9Z2hgIoH+2d+jAio0EVP8AYwzqNfn64yfeAUavwNetRpc0GYAEYKGf+BvSGJWN2F2HHzPJhkagtExZHQZjCyDsIM2200ADpjBUPZFnKNJQHXEGG2+O+V8WPcMPPEF2LM281gvCfd8EP71uYN6/gYE1csyfz902v5/lfQ6pPlO8DZq42hJIBgwxdoIOnIiFH8Q43STUns4U7sOlt+dedvsG9SR0mKxWCwWS685SleoWfB9eO0P8Ow31GEtH6ZeBOd/DUYc1ydTMJE5UHoT0vx7devzdgNtaXJaA4UzBFN8AyY6r0/OCeDHn4d9XwbZi4qnEEgEdscxK2tgXSsmncEmOV+Kh8CUC/AnnwfDloGzIOgZlQQagkEu2oS3Asq+ghM75+AuaqAw5QK4aRE89y1Y9L+ZxyT2wX0fhY8+o7bsRyubFmb+PrDyltQKpOknkN6oz59Tqe0CEPAbIb0K8feAtwPKPtenLykKyj++AZLBBdMJa6TTYrFYLBbLQXEUr7Y6Uf269uPZ/mp+40fPgXd8Ayb0nZBpw0TmQGgGJF9CEotUTAE4lVoDFT0T45T32fl8vx4abgepAwykymB9I+atGkxtvPcHrpqhLnLTL9EidsdFuy29Dz+1Cpr/BKklIC2Ao1G32EVQfD1OH17fgCAU1edtzClw38e0R1Vnqpdp9PTUGws/v8OBuo3ZDU3GnY74DUGUdx2YKLjT2/t/gYp3GQ7eJki9jTT/Bko/c3gYt/SEzS/Diocybzvphi6pjRaLxWKxWHqOFVGJJn3Dv/iX+aXuDRoPF9wOx767XwuzjVMKsQsxsQu1fgP6bzHXcgf49dCYwryVhlXVmEQvehkBMqwUZszHzPpmztQyJzwDBn0b0Dosx3GyjrV0YObl8P674a73Qibb+Bd/qKYBh8Le/VDz9gOZvx86TYVD66Pg7wAMOKMz//01YXAnQnoNpN7WlL9Q/uYwhxwvDY9/NvO2UAzO+kxh52OxWCwWywDl6BZRa5+GR/8D9m3tfmykDOZ/Fk77t4K7xPX7m/At92Fe2wHrWzG9yNiToYOQ6eNhyggoqYZwOVQMI99ZWwHVQyafBxd9B57IsFhurIY1T6rYOprI1VR2+jsRESS5ELw94I7K/QLEhMAZrPVSiReOLBG15New683M2077N6gYXdj5WCwWi8UyQDk6RVRLHTz5RXjjL/mNn/0BOP8/oXRY/86rkIjA5kXIC9/D2ZClGD/X7iUuzJiGzJwAQzoU4Kf3aG2Jtx2cDM1mLX3DqTeqcUD1a123rXzk6BNR65+FuvWZtx33HpBG8GqAFJiS7o9nKsDbjnhb8n4ZcMip36KGOJkoqdJ+dRaLxWKxWPqEo09ErX4SHvkkNO3qfuyo2XDJDwZeM9MNz2vT4C0v9WiBKA4wsQiZEYXRZVA0K8MoFxAg1SdTtWTBGLVBv++jXbdtebnw8znULPxx5u+HHw8jTtCoEj7q/JjHU28cHS8ZUiYPR3wfHroVUs2Zt19wO8SOYLdBi8VisVgOM44eEZVo1OjTsju6Hxur0MjTyR8Gx+33qRWMLYvhH9/Mv+9VgFS4yMwSmF4CRYb97n1dBopao5swmLI+mbIlB1MuyPx9/RZIxSEcK+x8DhUbX8j+TJ/y0aDXWSkQBjwVRqab//S1PcdOaV/Ptn9Y8mvY+HzmbePOgFnXFXY+FovFYrEMcI4OEbV1iTqa1W/ufuxxV8PF3xlYqXs1q+GZr8Pqx/LeRQDGlyLHVcAYARO8xcfTf2ayfpZGIATuaHDH98nULTkoGqRpWs01Xbe11kF4VOHnVGh8H57+WuZtxUPghGsBMCYKkeMRbxv4e8Gt6ua4deqGGT4CotC7VsAz/5l5mxuBy34Mtu7QYrFYLJY+ZWCLKN+DF3+gqWuZeqZ0pGKsLjamZnm7f5gjIpBeqY1y8cCUQ2os5vkfwz//r/vrbztOyMD0QcgJ5TAorNElkqis8oJ/utoA2Nutb/RNYEfu7QB3OCY6/5DaQov4wb3YoXM2gyByAsYU9eJYCUi9EaSDOeAOh9CxGHOYRChNlsWxHERPryOJ1+/K3mD3jFshUtz+5+g5kFiqjntOGZgskTp/L0gSnCqInJHXNCS9BdLrgYQ27Q0fh3Eqe3QpvSLZDPd+JLPlPcD8z8EwW5tosVgsFktfM3BFlJ+CP70rv9S1Uz6mNQPRIy8FTUQgsQBJPAvpLSDN+nZ+xU7My+sgkczvOLEIclwJHBuGIhdIgbTVNQlaT9KGCayig01tgskZBuFjIDq/by6uh4j4kHgWSTwH6a16L0B7AjlDIXo6xC7Pq8eW+E0QfxRJvAz+bpBEcKxiCI3RBXn0Akx3aWH9SSqeOQoFGqUa6DTVwNNfzbytZBic+q8Hfhc6DhM9FUnEIb0B3BEqsNuEqKTA36OCOTQJU3QVxinueuwOSHI5En8C0qs1Eis+GDcQ7rMhdhkmNK4PLjbTyUXdRWtWZd4+eg7M+4/+ObfFYrFYLEc5A1dE1ayGTd2k71WMgyv/H0w8uzBz6mNEfGj5PyS+IIi6pKDWwTy3FlPTlN9BSqpg7ieQ2e+Cpg+Bv4sDBVMmPJBWwOhYESCii9DYFZhsb/j7EZE0NP8GSSxsj0A5ZTpHvwG8bYi3XXv/lN6GcYdmP5a/F2n8EaRXBNG2sIonAG+buralt0BqNZTehDGRglxjF6pfy9zbrGQYRPJwoDuSEdHm2K17M28/94sQPbCeyRiDlNyo9yy5RJtYyw4V2UgQfRoEoSmYovdgYuflnkL8SaTlHo3+SrNGZE0I/BaQHYi/A1JvQenNmPBxfXThHVj6W3jjnszbwiVw1a/BHbj/ibdYLBaL5VAycP8Pm6kRaUdmfwAu/u8jMvq0n9b7kfg/wNsKMhyzZCu8thqTTypX0WCY9yk49UYkXASN3wUqgGZURMUJKqM64KHF+WEwkWC70+HfBVr+hITGFyaVqSOtf0USL6jIcUcHC9oOKYUS122pN5Cmn0D5VzKKH5E00vQzSL2uVu2hCdAxDdARkCY9VtKDljIo+Zf+v75MrHwk8/ejTizsPA4Fy++GlQ9n3jbiBDjpQxk3GROF0lsgeSqSWKBNdSWJNuAtxoRPguh5mPDUnKeX5FIVUOn14AwBd9yBqZWSAm8npFYjTb+A8i9j3D6sUdu0EJ78Qvbtl3w/Z7Nri8VisVgsB8fAFVHZKBoMV/z0iO+jI34jknhGBVRtOebpxZi9Dd3vGC6G02+GeZ9stzxOLofUCqAeIido5MVv0miToKl70gQUofVRETWOMJHA5SxoPuxthPRmiP8Diq/uj8vOiPh1SPw5vRfuRMiUgmViui29DtJrNRIRPbPruNQySK0Cfx+EpnR1cTNGnQfNBEhvQBKLIHYJxh3RD1eWg0QTvP7nzNsm546gHPHUrIHHPpN5m3ECI4XsNWvGuBA9HRM9HfF2g1+vKXjOMIzT/UsVEUFaH9bnzamCTFFNEwZ3jI7xtkL8yb4T23Ub4J4bsr8omvV+mH1935zLYrFYLBZLRo4uETXhLE1xKR8ArmXJRZCuhVfrMEve7Db6JADHzISL78d0un5JLAC/VuuGTFi/dEqBUi2y99OA6RBxSoO0gNsp2uSMAG+LCouiKwqX5pZYqHUspjSzgGrDuOAOA3+PXnNkXhcDjPZ7UZXbBtsUaUNWvw4SL0DxNX1yKXmz+BcQr880sSP+BUFOEo3w1xuy90M6/eYe9XUz7jB9JnpCeqW+LJAkuENyHNxo3VV6HZJcAkXXYA7WMr2lDu66Rt0XMzHsWLj0hwd3DovFYrFYLN0ycH1vox0bSxqY/wX44EMDQ0ABUr8E8+BinMXbuhdQwyuRqycjFxwDJdEDt7W5+sk+cAZ33dlvCvrqhIP0uLCmKkmGmiunGHBUhHhben9xPURSK4L555FCaCq0fiW9qcs1iCQhtUa/z2Th3hlnMPj7kPSK3k28t9RvgRd/lHnb1HdAxZjCzqdQ+D488G/ZjRSqZsJ5WYwm+pJUh78v3blQmohGQf19mjp4UOeNw1+uhz1rM2+PVcC1dxzoSGixWCwWi6VfGLiRqEHjoNLRt/Xv+R1MPvdQz6jv2LIYc88vMc1Z3sYHSDSMzJsFx00OFnBthhAdSQT25yZL5MVDa6Ta0qMc2u3OM2DaGpq25H05B420tgu97jAO+ti33YsO6VsSR6/V0ahVt8cKo1G5LPbS/YHvw0O3Zo/EzP1k4eZSaJ69HVY9mnmbG4X3/LYwDYb3P2/5WuaHOOjnxPfg/o/BlpcybzcOXP17WwdlsVgsFkuBGLgiynHh/XfrW9mB9GZ+2Z3wyKcwfirnMJk8Bjn3ZCgpCtzzgia5XRZ+EfYLI/EyiAe3fTugIsPQLqo6kwrG97wnU68xMZ23pLL3/mlDfCBNxnthYuxvKJzxXnQ+Vhq9DwV0I3zxf2Dj85m3TT4PJp5VuLkUkiW/gUX/m337Jd+HEf3ggJeJtueN3H8H20kDoe6fzWyIwCP/nt1IBODi78KU83t3fIvFYrFYLD1m4KbzAVRNGzgCSgSe/SY8dIv2wMo2LBrGv/gM5LIzVUCB9q8hoq51nVLejHEgPD2o78lgF+2UaIRqf8+oVNBgN4OFtrSq+HCGQn/1xsmAyTX/zkhD0OtpnNZQdTyOiUBoshpHyL48jlUHToWevxCseBie+1bmbU5YF9IDkTfvhcc/m3377Bvg5MxufP1CeIb2gfLru29qLEn9e+FUqFFJTxGBp74Ey+7IPua0f4PT/jX7dovFYrFYLH3OwBZRBUJEEG8Pkt6EpLfh+3HE26l/9nZqP6ec+9YEY7drXU4H/PQu/NZFyIPv0yhErnmMrkKuOxemVgW2zWjkxd8F7hBM9OwuRgoAJnqO2jT7tUF0pePGQe19dPxkIKYiKpQOvBDwdoEzBBM9Q62kC0VkvopDacyQrtg2v7TWd6WrwQzCROfnvhdeTZDmmAWJa52LU6mNd/sZ2fQCcv/Hsg+Y/3l9aTDQWPUYPPBxutrtB4w9HS79QUGnROhYbbhMSIV0Nvb/nRiMiczJq8lzl/2fuR1e+Xn2MTMvh4u+3bPjWiwWi8ViOWgGbjpfARBJQXJx0G9mA/hxjWBIK2Ki+vbZxMAdCZGzIHr2fncukSQkX0ISzwcmB2mta3CGQGSuLhnjj0Pibcyz2zDrsjfPFYA5I5GTB4OzWbOH9qerpYEScCdBZF7mA4Rn6dt1aQBvQ9DzJkg9Mo461UmrGjIQ1R5MTodUOEkFDW593Tda2LQi4w6B6NmINEF6I7hj26NM0gj+niBq0IoaXzhqRuGM7toPKHIShKZ1uhcdBKGI3gdvK7ijMJHTMe7Ifrs28etg/W/gr9/HpLNEIMedAWf+R7/N4ZCx+gn464eyW3kPngDvuwtCBRTsaNNeYpchXrX2iRJRMX1An6i0vryQOISmQ/TCnp1EBJ79Oiz6cfYx4+bCVb/JaedusVgsFoulf7AiqpeI3xg0ZX1TIzh+Y2CmkGZ//ZEX0tSx9BYkvQ4SC6D0VnDKkaafam8mv1YX9yaikQ9/A5JYqA5xAua5PZh12QvSJeIg5w+G8QbYC+KgNUtekJIWBbcCSv4V42RIwSPom1N6C9KYhNTbKghNtD1lz2/QY5ri4Nhx8Kr1GiXR7mbnTsaU3ozJ1Denvyl+vwql5Cs6NxEwnkafSKG/iRt8UhB/HEkuhaIrIHbl/qiUMREo/QTS9APtF5VeH9TAFKPRuEb9pzsKInOg5MP9dkmSWoms+Brm0WcxqcxRMSkuhqt+iHEH2F/lFQ/Dvf+SPXW1eAh84H4oOQTPGmCic8GvRVrvB287pHfrSxNCwd+JBk0xDU/FlHwc05P0VhF4+mvw0k+yjxlxAlz3FwgXsPbQYrFYLBbLfgbYyqswiCRVBCWXap8gpxJood1wIYou2kXDRG65jvMbkcYfghNTm2S/XvvImPL2t9jJtwPxI5hXGjFrcgioshDyzuFQ2bbAjrUfR4xOB1EXufgjSOgTWgOVAeMMhrLPQfxhJPFSIO7iek3uSHBOBHe4RnbSWwN7cB+cMjBjMZHZELsCEzo0NWjGhKH0ZohP1uhe8jVNtyMJhLXOyanU+43o75Feh7Q8gCEKRZe0H8sdAmVfgNYHkeTi4F4kAEfvhTsSE50PsXfqefsBSW9C/nkb5umXMX7mVDYJGeTS6WD+Av7ns4rkI47X/6wOhNnSKSNl8IH7DrkTnSm6AtyRSPyJIBLdgP6dKAEzCsLHY4quwIQm5X9Q34cnPgdLf5N9zNBpcMMD7c2yLRaLxWKxFBwronpDYmEQgapTIwJvByqiRCMWxgQ5dnGNMvn14E4FfxOklrO/viM05UBbcb8JZK9uX9GKWZ7dJlyGhJBLB0OxQd3hfI0eOSP0/Cakb8LxNJqS/CeklkEkeyNS45RC8XVQ9O5AhARGDe5wCM/CmEjQV2oVeEGzUVOq23I1HS0QxoSg6FIkNBPSnwt6+YwMFrUVB95rd4SmO3qbkPiDEJ2L6dAbyjjlUPJBKHoPpF4P7oXpcC/6RzwBupB+5hacV7LYWQPiGOSd82BYi/b5SjwNRVf235wKgQi89FN4Okevp1ARXP9XGDW7cPPKgYmcAuE54K2H9Lrg70QxhI/DuCN6djAvDQ/fCsvvzj6mchJ88OFDFoGzWCwWi8WiWBHVQ0REIx1+jUYlMEG9TVLT39rMCgwgMaApSPNrAWc0pF7T7aEZXfsyedsBD3alMAsbss9heAS5ZBBEg7Q9Ux7UK/ngRDo58IXAGaapR4nnMTlEVBvGFEE0c/2UMQbCM/VzmGKSCxFSKpTcHM2VnQr97fw6FcZFl3U9llOS9V70C617kfs/hFm7MOsQMQa5eC5MGgN+M3jbNAU0dpkKySMR31MXusW/zD4mVATX3QPj5xZuXnlgjNEXIr1x32sj2aLpi2ueyD6mchJ8+DEo778aPIvFYrFYLPlh3fl6irc9iMIkAivsBrTmxj2wsBxUSJmwbvfrCRwfaG9g2wl/LyTTmGf2YbIY+klVGLlkKETbziXt55FUkMLWCWewzjO1AvEbe3zJRxIigqReDdIs84iOOZXg1SHJf/b/5Lpj61L41dmYtVn6QAHiOMglc2HqWP2irU7N2xk0VD4CSTTBX67PLaDCJXD932DS/MLNq1C01MEdV3YjoCYHAirHSwGLxWKxWCwF4wh9bX0IkYYg6hTUH/lpNJUumx51AlvwNO0iynT49454mFeaMI1ZTAQqQh0ElLA/LVCE/YYJmY5rXCAQc9IAlOVzpUcoKfBb0AhdHq5tpghIBvflEOGl4cUfwPPfzWmrLpEQcumZMK5DmpgxgZNiMqjJOcLYuxn+ch3seiv7mFgFXH8vjD21cPMqFHs3wZ1Xw5612ccMOwZueBDKhhdsWhaLxWKxWHJjRVSPCaEiqC1UZIJPrqabptMHMgYBa1KwInOfI4kY5J1DoCiTnXHH83ftfRQcIdg20H9yl/33QHKJ2zZ8Dul92bUCHroZqpflHCalRcgVZ0PV4AxbfdTS/gj7bTe+AH/7MLTsyT6mdISaSIw4rmDTKhhbl8Ld74OW2uxjRs1WF8LiyuxjLBaLxWKxFJwjbNV1GOCOBKcUvER7RAo3aG4r7TVRbUhaI0GmiANc++hqTGAWN2SXQOcMhkEd9+kgmkzbeULt/Z0O2DkwqDCDOtVLDTyMcZHQaO3xJA16zbnw96k5hltgV8FUXKNPC3+U3cY7QEYORS6dByUZ7KzF03o4M7rw19Bb2gwknrk9d0PjIVNVQA0eX7CpFYw374UHb9b/jmRj4tnwvj9DdCBHji0Wi8ViOTKxIqqHGKcMwnMQb7taXzsjVSBJHE2l6yB0xNfvTFFQl9TcLnKkFeiwwN+5B7MtsxufTCuCSZ0X0B1ElO8BKTW26FwHJAJeLTiVmOjc/nWVO0wwkbO1ma5fG7jyZZGm4msjXnesWpYXirXPwBOfhboN3Q6VWRORs+aAm6Whqr8ncEjshRvcoaC1Hh66BVY9mnvc+Hlw7Z0DLwLj+7DgO/DC93KPO+ZKuOrXBW8kbLFYLBaLJT+siOoNsfO0qWt6LRAFZ6iKIgl6RZmQLtClJWhaO0iNKLxqcMcBXtCnKK19l/wGzLLdGU8lEYOcUc6B6XptdU9tqWr1aBqbrxGptmEi4O9SgRcaB9Fz+uFmdJirtxMSC5DUcnWNM2FMaCJEz4bQcVl7VOm+2yHxPJJ6Q2uaTAQTmgzR+RCaub8Zbl5EToP4w3qPvW3gju6a1iceeFvUmCE0AcIFSBerXQd//0puA4G26UWjyLlVMMEDbwVIuQpkU9qesenXq1AMTcZEz+/fufcAkVZIvIIkX1IXSwScoZiaIfDIzzH1W3Mf4MTr4bIfQyhSkPkWjEQjPPBv3QvI02+GC/8LnCzC2WKxWCwWyyHHiqheYEKTofj9SMtdkN6EpvEVAWkVTtImeCJATI0lvC3gjsPEzkOkEpq/B/563TctsDFLLdSs0qAOyqdr3ZXDAY5/0gKpVSoM3CFBqpqAidkBAAAgAElEQVQLoUmYko9h3GF9fSt0juJB6z1I/NmgqfBe1OTCQVIrIbEYwlOh5JYu/aREUtByF5J4ocO+6Q77vgzhGVB68wF9nHJhnGIouRlp+pE2QU2v1jRGU4I2QG7S85hyCE/DlN6CMf24YG2uhee/B//8XWBEkhsZOww5bxIU7QYSIHXg7QOvBpxicKq0B5akwZ2IKXoXJjKr/+bfAyS5HGn+nYp3vy7okyawbC8sqcZIjtpB48A7vgln3JI9enikUrtWHQhrV+cYZODi78DpNxVsWhaLxWKxWHqHFVG9xMQuAFOMtN6r9tJeHZDgALFjItro1Rmkb+JjFyCRK6DhpqCvU2D2sDOJSXVdXIoLHFvS8aztx8ZBbdWLO2irJNAaRL3iEJoKofGYovf32yJbRKDlDyqgvK3glIM7NnDG8zRa4m0G2Yv4LVD+eYwzONjXh+bfat8tb5vep9B4VHy27bsJZB/S2AJln9d0yjww4alQ9hmk+Y+Q3qhCxN+FRgqLgr4+UzEl/9J/aXDxffDy/4OXfw7J7q3lJRxB5k2BmQ64ETDHarpemxihBfyggXNoEjijMEWXwWEShZLk60jTz1S4GkcjZ40G8/elmOoc5gkARZVw9f/B5HMLM9lCsvJRePAmSORwTwyXwHt+CzMuKdy8LBaLxWKx9Borog4CE50LkVMgtQySryLSFAiaBBABYzAmpo11I2dgnFKk6f8guQwVPKW62NwVz3yCsTEoGqzCoi09sG1B7QxWgwunUuusJB5EclpA6lUohGdiyr7cv1GW1FIkvkAFlDteReN+XHCH6WLa2wjpldDyZyi9RTcnFyKJRdp7KzQpiOZ13rdS902tgNZ7oORjeU/NhCZB+e0aiUq+jPh7AAfjVEH0THAn9CxNMF/i+2Dxr+Hln0G8Pq9dZPLJyFkVULwHQhPba+ecEpCRwW/bGETQYpriWP4lTD427gVA/BaNQKU3gFMGZhis3IR54TVMspvo26iT4Jo/wqBxhZlsofBS8Ow34KWf5B5XPgbe/2cYeXhEEy0Wi8VisXSPFVEHiTFhiJwKkVOzOusdQPzRoHYqCo4ugE195hQnGRXUhJT/FyY0BWn8OiQWgjNWRdQBE4mBO0pLoySp9VpedWBmUd7by+sWif8D/N3gDu8koDrOzVWBlV6DJJeBtwecSiSxQKND7shOAqrjvqFg37XaELfovRinIu/5GWM0HTA8I7/f52BortWGsUt+rUIqHyrGIhd9Cxm1ROvs3FFdHRZNWO+vO1yjjOn1Wmsk6fx6YRWC5Cv6HBgHmssw/3gRs3lH9/ud+nG48JsDz0Bh33a476Ow5eXc48aepgYapf2TamuxWCwWi6V/sCKqgPjJZZq2hg90WCi3ZnlTXxFWwdVyN5R8QOuvJKGOc7kwEa3/8ffo4jZ2YR9dwYGIt0OjPNIMZmw3cwqDKdOISvIlCB+vUQuJ9/B6Fvfb9fSaPevhlV/Asjshnbm2rQuhGMz7d5j3KTDboOE+1GGxG8Froiqy/FpILe13s5B8keQidYFc2YpZ9CQm2Y1te9RFLrwY5+RuXOqORNY8pQYSrXW5x530Ibjk+wNPQFosFovFchRgRVQhSa9XkwkccDq4xWUrtnfCaG1QtS6apVXFRLcNZFEXN2nV/foLb3cggoo12tQdTin4TRpF8Wt6eT01Bz/vvkBEm8Uu/hWsfpzczZY7YuCEa+H8r0JF0NcpUQO0Bs57ecTLTJned+8wuRcANeswz67AVGe26e+IjK5CzhsMlRWISP+kVB4K0gntffXKz3OPcyPwzu/BnI8UZFoWi8VisVj6HiuiDgciWQRIS5r9P9F+oZXvgrNtXL6L+0JwMHMK9s3l7lYI4vtg+T3qtFezqmf7Tr1IxdOI4ztt6M01SS/362NSrfDiDzGLHsZ4fs6h4jjIGcfD7KngryzQBAtEzWpN39v5Zu5x5WPgmj/BmJMLMy+LxWKxWCz9ghVRhcQdF/SQatWmm23RqPLMDXDN9hZkeolaWrtDgKimzol0H7GQpsB4YkjucQeDMyQwtWhV44vuIkp+c9B4eEgHQ4wd+V+PKQnuQ4ERga2L4bU/wdsPQKr7aMsBTDoHzvkSjDst83anErXC353nvWhWF8T+/G3zYc1T8MTnYO+mbqW9DB2EXHg6VA3SaCRRcAYf+VEoEVj6W+3/lc5iENPG5PPhqt9AySH+3SwWi8VisRw0VkQVkvAccEdAuhl18FMzBRlWlHkRuqEV5kWg8n3gTlaXPm87SEPuOiJJBSJqnJpe9BfuaAhNDuZUD6Yyx5zSOsadAZHTwRmuhhHetvyvxx2rjXQLRf1WePOv8PqfYc+6nu8/5R1w9mezi6c2QjMgNCa4j02arpcNSQYiamL//ra5qNsAT34pv6bBjoE5xyCnHgNuEHH1a8EdgonM7eeJ9jMN1fDQrbD+2dzjjAvnfgnOvO3ANF6LxWKxWCxHLANXRPk1SMtf1Vo81I3pQYEwxiCR04IGva3aeNVEYEwxEjLgCaZDhpZJCyyJY957rH4RnY+k16uduIlldmYTT/syOUMw4ZMwTldhI34zJF/W/kkkNcITngXhE3pkh26MQcKzIfGi1nuZPdoM1gwO6qT2n1CbDTuVED6+vS9TdD6SXpfH9WzR64lkuR5Jq8186k014jAx7QMVOV0t5ntCSx2seAjevBc2L+zZvqAL5mOvVMOIkSfkt4txIHo2kt6kotJMynIv0sFvW4WJnJJ3z6w+I94AL/5Aa368ZLfDZdhg5IJToaqDk6RXq/VczkS1mT8SEYE3/waPf6Z7F8by0dr/afwRLhgtFovFYrEcwAAWUfuQlj9D/AkkfAym+Ib+a6qaB5LeiLTcBck1utAWgKRGWaIOjCvCbOiaJmbe3grT7oFZ16oTW+pNSKYgva49LY4w4GsPIb9W+/SEZkDxNQfOQdLQer82t/VrtO8QPhAC5xmNLBW/B5NHhEP8emi5ExKvBSmGKU3N811gl5okuKPBxHXhbIogNA1TfF37QaLzu7meer0eUxJcz7Vd55F4AWl9GLwdOp40atxRAc59ELsAYperUMlGSx2segxWPAgbFqi47SnRcjjpg3Dax3vX7yh6PqTeCu7F+uBeDEbvhdd+L5xyCM+Eoqt7fo7e4qVh2R3w3LeguXszCwk5yKljYPax4Jar6JBmdVcMGgWb4uswzqACTL6PadwFj90Gqx7tfuyMy+CKn0JxjgitxWKxWCyWI5KBK6JwAS/ol7Qb8aqh9NOY0JiCz0RSq5Gm/w0svZvBjAF2BP2iPMBDZscyiigAHrxJG/eecA2U3gzNESS5VBfV6bXBMYzaY7tjIDQFU3rrAVEbkTTS9HONQHnbNFrjDAJcTRHztoFXjfi7obgJEzsv+/X4dUjj/2gDXL8WKAMnBNKox6JR09LSNeAM095HoQmY0k9g3PZ+OMaEoPSm4HqW6CK7y/VoymDn6wGQ1keR1r9BerOOdyrVSh1P5+VVI34dxq9Bij96YP3N3s2w+gldDG9+SSNevaFqBpzyMZj1foiW9u4YgDERKL0VaYpA6rUM96JC0xnDU/U+9qBXVq8R0bqnZ/4zbxMNmXIactZwKG1V98a234ao1rM5E1RARc/u16n3OSLwxj3w5BegdW/useFiuOhbcPJH8nNbtFgsFovFcsQxcEWUcXXx7gzXdLDUKqTpZ1DxDV2wFgjxG1W8pNcCYY2oGAf8kSB7g4a4DVDlIDOKMasyCCnx4P4bYfdKzLlfQkpuxkTXQfJ5JPlGYDMeUrERnQ/hE1WgdCT+cLuAcido2l1HnKHBwn29RszcMZjwtK5TEUGafq1RE2mC0DQVLiKBYcYekH1qIoFoumLJxzHRudqYuBPGRJGSmzCxCyGxoNP1TMJEz8l4PZJcjrTeq8LUHRGkEHZYsDqVamDgbUHiz2EYCTUVsPbvsPZp2L0ir98vI24EZl6hFtXj5/XZQtmYIij9JKTXQOJ5JPVm0BcsBKGpwW97Qtfftj/YukTtujcvym98xTh4539jZlwK/j5ILAx6R+3R7W6l1kBFz8R0bhR9uFO/FR79D1j3dPdjR82Gq34LQ6f0/7wsFovFYrEcMgauiGrDuGpgkF6nYir5GkRPL9z5k4u0zxNolKhtwe04wJB2tzkviZyxEqo3YxqyRKQW/hDWPYO57MdqkRyeiikJ0vRwszqdicSR+AI1LnDHdxVQoPNyhwIp8HZC4hnIIKJIr4X0Sk0dDE3TBX7b/qY4OPZY8D3wNoBTjiGVUUC1n9poDVNoSl7XAyCJv2sKn1MVpAB2uWio92BzGrPlRdj+FKRyN4DtluHHw+zrtc9TP6VoGWMgPB3C0zHkdy/6lJ1vadre6sfzG9+xaXBEnyvjVEDRpZiiSxFR2/Oc6ZSHK74HS34Dz34DUs25xxpXTUTO/gy42Z91i8VisVgsA4OBL6JAIz+uRlok8TymQCJKRJDEC/o23h2RO2LhRqBkGHJJMdz/FiaZyDxu5xvw2/Pg2HfD/M/DsJndRyaSS8DfrVEhpyT3WGcopNcgyWXg13U1cki+oNEmp7JdQGU8jgsMU4OPxAsQPT9vIdDd9Yi3HVIrNTXSDUxDRKCuAaprMNt2w/bdmOZuLKfzoXQ4HP9eFU55GkX0JQWJOoH2OXr+u/DW/eTdf+qYd8E7vgmDx2cdckSKJ4Ady+GRT0H1a92PrZoBV/4CRp/U//OyWCwWi8VyWHB0iCjQmhLZDt5mRKQwb/alCbxdqANeHvUypgIqG5F3vxvzwGOQbMw+9u0H9DPlApjzUZj6juxvwNOb1UQil434/jmE1QRCmiC9FSKd6pDSmzRNLpR94dx+rHKQrRoxIgH00CkvG+nNEN8LOz2oWYXZsQd21mLi3TvG5UVsEMy8HI6/GiacFQjCAUrNGnjh++o2l694GnkiXPydgek4l2iE574Ni3+prpK5MA7M/SSc80UI99GzbbFYLBaL5Yjg6BFRBG/ExUMXi4VIj0qh7ndOfnUzxgUERlXBRx6HP18LjdW591n3jH6Kh6q19oxLYfyZEOpY95XS4+YdFXCDeWdKf0uz/5q6wxj0Pvvq3tdTu/E2mvfArjdh55saIdj+EqZue9/+gsVDYcYlGl2ZOH/gp2TtWgEv/k/PIk8VY+G8r2pkbqD1OxKBt++Hp74MjTu6Hz/sGHjXz2D0yf0/N4vFYrFYLIcdR5GISgAuOMWFSzEyJey3qJZ07vQ3CAwVwtpsdeQJ8PEX1Jkvn4L2llpY+lv9RErV8GDiWTD2NKiIBuYPWVIED5iD6DwYmjl6Zkrbj9WdQYe0ibcgutXdeZtroHYt1K7RT80q2PU2NO06cArdX0V+DJkK0y+G6ZfofRrIEac2tr2qvZ5WP5b/PkWD4axPwyk3DsyIy+5V8MRnYeML3Y91wnovzvp0pxcVFovFYrFYjiaOHhHl14FTiQnPLtgpjYki4ePUEc/fC25V7h38OnAGYyLBHEur4Pq/aY+ep7/WvbVyG8kmWPuUfgCcEKayBIY4yNC9UFkBFaVQXgLhTo+ABKYW7gg1e+h8TeHZSOr1oC6qm2avfh2YQZjwLIwYaNqpb/kbqmHfdqjfDPVbYO9GqNuUO32xD5BwEWb8mZr6OOUCGDK5X8932CAC65+FhT+GTS/mv1+4BE6/CeZ9EmIFsFQvNPF9sOC7sORX+fUGG3saXP4TGDaj/+dmsVgsFovlsOboEFF+S+AmN1Ub1hYQEzsHSf4TvI3aKNVEDxwgae2v5DeoNbQ7GiIdak2M0SauMy7TCMLS30K6Z4YJxk9D7T6oBbP6QCEmsQiUFEFxGIpciKYgWoyU7sOU/FF73rhhNb5wXBVZzXFI7QDiIFFIe5DyIJ3GJBKQaIF4HFpbIOFAfAW0fKn7GpM+RoyBqhIYMwiZdC7OjB9AKJp7HxF1H/R2Af+/vfuOs+us7v3/WfvUaZpRsXqXJctyb1gu2MY0BwgtmBBCCgTyMrkkITf5hfxuuDfll/zS701IAgRugAAJ4JBAQq4hBNxxbCz3KltWs+qozUjTTtvP/WPt8YxGU86ZOVP1fb9e+3Wkc3Z59tnaM3vpeZ61gtfSylw4pWnx66Zc9CFqD/wlHH66+u3SeZ9nd/2veCA/18QVeOzLcOf/V1XxYHKt8Lrf8rpPc20Yo4iIiIzL3A6iQgXiDogPQ2oVlnsNll49tW1IXwTZK6HYC+WXILUsSfBQ8gf1+HgyfK7kAVZ8lND115B/I5a9dGA/jQu8gOe1v0R48E/hkS9jfSOkQq+B9RWhrwjHBr97HON24PYz12fwcLo9Ez5+PYUogiULYPk5hBWtsKQCmeDpwlt+bdQAKoQKFO4iFO7yhBr0eA+O5bxXLnst5N+EDZcefqbpOQ6PfAF++Jnq5vf0S+Xgip/14Gnesslq3fTadR/8+//r8+uqceG74I3/P7Qsmdx2iYiIyKwyd4OoUIDy8z6HJ7UWy98Ije+d8maYGTT/PKErhuLDEB/xjHVxL564oYIncsgCTVA5DoU7CeXnoeHHsIa3nH5a+ROEK3vhossIL+7Bth+H/T1YlbkB5pLQuhwW5wmLU7AYWNyYBEplL/wbLfCiwc0fxtJrR95PKEH3ZwiFB7xGFmWImgHzHszKfkLlZS8w3PJRLGqbmhOsVftz8NDfwBNfhXJv9dul897Lct0vz93g6egOHxJb7VywRZvgTX8K62+c3HaJiIjIrDR3gyjSXgw2cz6WuwkyV05dwdIhzPLQ/BEoPkTo+zb03ckrwZM1+5CxaKHPMQoV750q7yD0ft3nSOWuAyBUDnkvVfl5SKVh81rCpkbo7iLsKWO7uuFAD1aeYxGVRbBgAyy9EJZeBMsugWWXYk2LCPEprHBXUo+rHc8emEq+t2shdzOWWjz6/nu+QijclxQjXuGp2Qf/W4l7oPIyhMf8+2/52NTVbxpLpQwvfNt7napJjDBYtgWu+gBc8xFoHuM7mq26j3r9q22fq27eU6YJbvx12PoLShwhIiIiI5ohT4KTILUMa/3DsR+gp4hZGnLXEcp7IXocQgaiFRDlPXvdKyumPAGFRVDeS+j7FmS3YpaCvu9CZS+Qhmi5B1OhF5qa4YI04YJFUAmEQyfhQDd2OIb2vvrVT5psqRwsWO8JHxZt8iKm55znS2b47H4WtUDDWyH/Jv9uQm8yBG8VNnT+2TBCpZ1QuMeTf6TXD59FMGoE2wDlHVB6FkqP+xDN6XTqEDz6JXjk83Byf23bNi6CrbfBVR/0zHtzUbEbHvwk3P8X1ScsuehWeP3vwrzlk9s2ERERmfXmbhBl+RkTQPULoQDFByGchPTa0dN+2wLgKJT3QekpQvpcQvFB76VKb/C5XhQ96BrcK5IyWN4Ky1IEa4DUBkJ3D7Tvh84lWNcaOLoNOnZDV2FKqmX1C9mUJ7FoPQ9rOx9aV0DbamhbAwvWQcvycU/cN0t7EFSrwr0+ZM/mjXE90hCdA/ExQuFubDqCqDiGnXf5fKftd1TXszLY/HVw7Ufg0p8cMSid9SolePSL3vs0JDX+iJZdArf8Eay5ZnLbJiIiInPG3A2iZqLyToiP+gP5WHWTzCCaD6EDys/g83M6vJfFcp7RL5RO78V6ZVvw+lRloNsnxTccg/QSaPs9QtdnoPA9CIsIfWnPttfTB70FKBSxQgmKpSTrXgnKHRCaIX0B1v9PJkoRrBfi5yHqg9xCSKcI2QzkMpDNQEMO8jl/bcyBHQdKWMN7oOl99fxmxy2Un/HvNVVF70PUBuUDUNpOCMWpy9jXuR8e/wd47IueEr5Wq7bCNf/FCzHP1VpYceyZCO/8PU+ZX43mJV48+NKfVNY9ERERqYmCqKkUevG5UMMEPsOxDMR9vl3owYOi/m0rQABGevgzTykeKj40kLRvE/ck+yt7EoaWPLQ0nd7MobsqPQ/p9VjrH59e66r4GOHUHye9Y2vHPp940PnMFP3XZLhgdChL4UlA4qQw8iQGUeWC9zY99vde46nW9PBRGra83ef2rLxicto4E4Tg39Odvw/tz1S3TToP1/6iJ9LIjVHrTERERGQYCqKmkuXxh/Aqh2GFcvLgnvQ+nbZthHc5xcn7Z2yc5COP/EGTim9jDQP7CmXGHM8X4uSYUdL+weeTS9pR4/lUMVdp6uSBKGnbGEFRiBn4HifhHEKA/Y/AE1+Bp74OfR2176PpHE9TfuXPzd1Me+Df1Y7vwV2/Dwceq3Ijg0t+Am7+TWhdOanNExERkblNQdRUSq31IWGVvZ6CfbQH8RB8rk5qGWTOg/S5ELUmWeKKntXPTnB671T/tiRD/Rp8vXDK10ktg2gBlt5EiLb5/qPm0dscTvp+0qt8X2ecz/zkfPrODLKGnk/ogGgppM8b/ZhTyDKbCKXHIZwAxqgBFTr8O0ivqyppRdWO74Kn/hGe/Boc2zG+fay62hNFbHnbmAWFZ7UQvGfurj+A/duq327Da+F1vw3LLp6slomIiMhZREHUFLKoEbJXEyr7vNBuatXpqbQHCyeBkARRl2GWgeyVybbtEC2GcAjohWD4pUxBZHj9KUuCmiaId0FqIZa7ETMj5G6Avm9DefvowU+Iva5VtBjL3XRGiviB83k5OZ/Vo59PiJPCtZeP5+urqxB3QHyKkN4C1gaVHRAtGjmwDRWoHPGsj7mbRt5v6PPglBisDYuahl+xqx2e+aYHT/t+OL6TyDbDxe+GKz/gqd/nsv6ep3v+CPY9XP12yy/z4Gn9TZPTLhERETkrKYiaavnXQ/Ehn2cU7/eemcHZ9fp7bCoHIbUOy9/iARRA7g1esLf4PITjwCm8J6p/OJ1BnOzLmr3YbLwX74VaB1mvN2WpxZ5uPXRBeVcSzDWdHgCFoqf9Ju9Z77JbRzmfB6s8n7Wnn88UC6EMpUcJhbuhtD3prYsgPuZD+UovQnodDA18QtF726Jm7xEcJjNfKO+Cwl2E4g8HzfnKQfYyyN0E6c1Y7wl47lueAGHXvbXPc+o/1pL5hIuuxC75EDS/ZuoSXEyHOPY6WPf+SQ3D9oCFG+Hmj3vP3DTVhxMREZG5qy5BlJntBtaM8PHhEMLSYba5Fvg4sBWfmLID+BzwlyGESj3aNRNZahk030bo+hSUd3utJ2tNekAqEHcCaQ+gGm6B3OsGtk2vJuTfAoUfJokmhqaACHgvFEnR3qMeSKXPxZo/gg0eutf4Ps9KV3zYgyVLgbXgCSl6IXR7AeD0Jqz5F71g8LDnsxSaP0zo+mSV5/P6+nyRNQpxD6H7U1B8zHvXQjc+DDLGv7cyUILySxA1eMpz8O859HovVfq85LsYCFpCCND3fwi9/+Tfd9zBwBy1MqFrN+z+Grazj7DnBWyc/7RDLgWb5hPOXwSLMmCdhOIX4NRD0PwRLFowzm9mhoor8Mw34L7/WX3CCIDW1XDTx+Di93hBahEREZFJUM+njE7gz4d5v2voG2b2NuCfgD7ga8Bx4EeB/wVcB9xax3bNOJa5CFr+H0Lvv0DpqeTBuwREkFoD6dVY/g2QffVpQ+jiyjHo+jTQXzx3cGa+ob0aPRCtx/I3Q8M7z6iZZZaF5l+EvjuSYrOHBgKzaB5E67wWUsM7x3xAt8yF0PLrhN5vDjqf8qDzWZWczw1nDAmcCiGUCd2f9B6zSjukFoOtSpJ24BkL43bvMSNKgskkQI3a/HvMvir5LtpO33nhu4Se26Gyy9dNb4CuCuzch+04BPuPYGekO6yy3Waweh5h8zmwYSOk53mvSoghdHrvXughnPoEtPy6D6+c7Up9nljjgU/A8Z3Vb9eyDF79q3D5z0B6DvfMiYiIyIxQzyCqI4Tw22OtZGbzgM/iac5uCiFsS97/78CdwLvM7D0hhK/WsW0zjqXXYS0fJVQOQekJiLt9SFl6HaS3DB9sdP0lVPbjAVNbklmvBIRkXlRIlkKyQYw13zZyGywDDW+D/Jug9Lg/lFMGmw/ZK7BoXg3ns7b285kqxQe9B6rS7kHO0OFvUSPYmqT+Vg9ESyD/ZsxiT5yRufL0XrxEiDsJvd/wIZEdLbD7BPbS01j78Ym1d8lFxJuXwLqT0JQ+c+6cRX6NrMVrj5Wf9bpfDW+d2HGnU18nbPscPPip6ovkgtd6uv6/ekbCzCiJTURERETqaDrGu7wLOAf4Yn8ABRBC6DOzjwPfBz4MzOkgqp+llnqyhTHEcR8U7sU77xoHFQdNEiEMjlHiHNABlb3ExSeIspeM3gbLQPaqcbR+mH1VeT5TJYTgc6DiI96ukeYPmfl8rvLzEPqwzAbvYRtJuQAvfBJ7/n7Y1Y6dKoy8bjXmrYSL3gUXv5uwaD50fhzKhyG1eeQ5PZb2IsGV/YTCfZB/E2azbAhb53546FOw7QtQPFX9ds1L4fqPJsHTGIWrRUREROqsnk9cOTN7H7Aa6AaeBO4dZn7Tzcnrd4bZx71AD3CtmeVCCBN8Mp1DCt/zIVwAjDFcKYq8sG3og95vwBhB1JwWH/Z5TqHXe5tGY+bzwMJxKG6DoUFUx8ueIe7F/4Cdd2Ol7om1rXGRJz646F2wautAYNz7r0n6+daBIYcjtjlJglE5COUXILNlYm2aKgefhP/8K3j6nyCuss4YwLwVcN1H4fKfVs+TiIiITJt6BlFLgS8NeW+Xmb0/hHDPoPf6iwS9MHQHIYSyme0CLgDWA8+NdkAze2SEjzZX1+RZpNLuySJeSWM+lhSe2GGCQ8tmu/hkkoUv68PgxmJ5iLsJcSdW7IG9D8COO7020ZHnJ9yckM/C+e/GLvwxWHvD8MkP4s6kFlgVPSxmyXolP9eZLI7hxe/Cg3/t2QlrMX+d9zxd8l7NeRIREZFpV68g6vPAfcAzeN7t9cBHgJ8Hvm1m14QQnkjWbU1eO8/Yy+nvt43w+dnJMviYvWqzFIRB253FLE3V31scw+EO2HsAOxUk7AYAACAASURBVPB3sP/3oTLxztDQkIMNKwjryrD6amzRJ0bvYbJ0MoSv2hToMV4XbIYO5St0weP/AA99Go6/VNu2iy+A638FLniHsu2JiIjIjFGXp5IQwu8Meetp4DYz6wJ+Ffht4B1V7q6/m2XMp94QwhXD7sB7qKa/oms9ZS72gCj0+sN+NFavSgmv8bRhKlo3c0WLve5TpZj07gzqxQgBjnXCvnZs32F/LZTqctgwrwnWryCcuxKWLQJO+bys7EpsrCF6qRU+TC8+hk8fHO1AFU/Xbit8u5nk2Evw8P+Gx74MhRp7yVZf48P2Nr1RdZ5ERERkxpns/9r9NB5E3TDovf6eptYzVwdg3pD1BIiylxCnV0PpOaAXaBp55biIpypvhsb3TlELZyaLmiF7FaGyH8pH4ESDpx3ffwT2t2N9xbF3UqWweD5h/QpYvwIWtQ08/IcAlaMQLcJyrx57R9mrPPirHPD066OlLo+Pe2HlzBavQTbd4tiHPv7wMz53rOqeUwCD894E1/0yrL56slooIiIiMmGTHUS1J6+Dn/i3A1cCm4DT5jSZpxZbhxcZqqFIzFkifyuU/wRCF8RRUjOojD+oGj4PKsJzczRA9hqiqI0Qd0DhfkJxWzLfpseTTljOe2msCctcCrkbzqgnNZoQilB8lFC83+tMESCaj2W3QvYaLBol0Bu6r8ohKNxLKD3p7bMsltoAuRshvXF8KdILp2D/I7D7RWz3djh4BCtVO0SuijZnGmHVEsJqg7VtMO/cM+ddhQDxfv9ztBSyW8fcr1kD5F5NiNuhsgdsnc/VGiru9N6t9AYs99o6nNEE9ByHx/8eHv5bOLGrtm3TebjkPXDNR2DRxslpn4iIiEgdTXYQdU3yOjgguhP4SeAW4CtD1r8BaMSz+k1sMkpcgc+/GS75cZ9PkWuZ0O5mgqjpx4lLj0Dfd4CeUf6TP+31mVr+B6H3DkLfv/jQsPLRpKBsf+AFnqiijVB6Fvq+DfnXQcO7xxxyFso7CF1/43Wr4mNJoV7Ach4I9X4DGn8Sy107+n5CGXq+Sijc5b0q8YmkfSlC9DQU74fMBdB02+h1q+IYju2A/dvg5R/Cvm3Q/gyEmLoOBlu4ETa+Hs59HbbmOoIdhVN/AuUXPT16tCAp1osPs4uPe7Ca3og1f7j6wLLh7R5AFR/27ILW4sV8SQMF328oQmodln8Llr2snmdZnRBg38Ne3+npf659/ljTOXDVB31pWjQ5bRQRERGZBBMOoszsAuBgCOH4kPfXAH+V/PXLgz76OvBHwHvM7C8HFdvNA7+XrPOpibaL3hOwZxfsuR++/THY/Ba46FZYf9Osze4VQoDUeojmQdz/wDo4kkrCBctD+jwo/Buh9w6o7AbyQHFgHVK8kpAgFL13q3yE0NuLhR5C4wdG7P0J5R2EU38G5R1AGaJFPicHPJiKj0GlndD9WSDGctePfD7dn/MAqrIPbF5SWDaLZxY84cVk405C3AUtv+7D80KAjr1w8HHY/ygceMyXWufdVCPfCutugA03w4bXwvzT06QbK2Hexwjdf+vBTnwU4oNJ52AeUqshvRprej+WPrfqw5plofmXoefLhMJ/+ncaH4UQewKJaCFE52ANb4HcG+t80mPo64Qnb4dtn/dAtVaLL4CtH/b7UWnKRUREZBaqR0/UrcBvmNldwC48O98G4M34k/sdwJ/2rxxCOGlmH8KDqbvN7KvAceCtePrzrwNfm3Creo7yyumVeuCp233Jt/q8i81vhvWvgVzzhA81ZYo/8J4ZDNKXJr0RHZ5cwCKfGxMt9dpIpSeh9IgnokitgLjDh/BR8aQFFnkwEnohFHxYYGoNVPYQ+u7G0hdA7syhZyGUCV2f9YCBDKTWnT7x31q9vlHlKJR3Erq/COnNWGqYnobiA4TCvR5ApdYOmfuTTor2zoejz8Oxduh4Eo4FOPiEB8mTIZWDVa+C9Tf6v4/ll0E0eq+cpZZDy8c9qCz+wIfhhRiLFkDuWkhfMK7hiGZZaPoA5N8GxfsI5Zf8WlkTlrkYclt96N9UCMF7+B79O+91KvfWtr1FsOlHYOttsPbVShYhIiIis1o9gqi78ODnMnz4XhPQAdyP1436UgjhtIFnIYRvmtmNwG8CP4YHWzuA/wp8Yuj641LuA4YJkPo64Ymv+JLKwpprvYdh/U2w5MIqst5NjxACoXCnB0ipZT60KzVCFvgo70FUCJBaDtYI8Z4kO13TwLwdM6DBe6FCN2CQWgLxYULhLmyYIIrS4x70hCKk1478MJxalPRKHYXivdDwzlHOZ6nXOurq9Wx5xzqxYx1wtAOOncQq/fWax9HrMZYoAyuvhLXX+8P9qqvH1TtiZpDZCJmN9R0+CFhqITS8ve77rUrXEXjyq/Dol+Do9tq3z7fB5T/lQ/bmr61780RERESmw4SDqKSQ7j1jrnjmdj8A3jTR409IpQg77/YFoGE+rL4WVm/1ZenFM2e4UWWPD20Lfd7bM6qk0C4lr0cUnwCKSf2hIUGiGZDxz+PjHnSFQ1B+gVDZjw1Jmx0K9/vQsmjR2L0J0SKo7CUUfgD5d3igUSlDxx5ofwD2fwc7dgA6DI6frFt68VFlGj1oWn2tB9CrXgWZKerNmS0qJdjxPU9N/sJ3IC7Xvo+lF8OrPgQXvguyo2QXFBEREZmFVL1ysN4TsP3/+ALeS7H0Qlh2KSy7BJZeBIvPh2z1WefqJm73oXeDe5JGEkoQ+teJfaheiEcp8Jr2niUKybDAJj9Wpf3M2kP97UgtHfn45Qqc6oaOLjjRjp26B3puhWO74cRuiEsYTE3PSssyD5RWXT0QGKfO8gLEIzn8jBfFffJ26G4fe/2hUjm48J1w5c95oKoheyIiIjJHzd0gasEGuOA62H5HMrRvHOLSQNKCVxi0rfZgatFGz9a2cAPMX+cP7JM1HPCVEY61PpiGIa9jrTfGeyFAbxl6O6C7DKd6sK4eONUDJ7s9eOrqHaaVL9bY7nFI5z3YXXGlP8SvvApaV+phfjRd7fDU131466Enx7ePhRvhip+FS98LjQvq2jwRERGRmWjuBlG5Frj18z4H6rl/g2e/CS/d5YHRhAQfjtaxx4c6DZbK+kN76yp/nbccWpZC81JoXuxpnBsXedtqfbCPFgC5pMZTGH17y+CZ94CQ8nWtf4jf0NMJUCpBX4BiAYoHofsAFHug8g/Q+0XoOpws7dip/Vhcv1pL45bKwuItsPxST/6w/HIPbNXLNLZiN2z/Njz5NdjxfU9MUqtUFs5/qwdPa69XoCoiIiJnlbkbRPXLt8JlP+lLb4fP9dh+h7/2ddb3WJUiHN/py2iijM+/amjz9uVaINucLI0+RyfdAOmcP6ymMhClodAJlROQegYYNI8nDklR19j/XClhxQ4oB4hfhEoGiiegWIRSBKUYihUo+qu9EhPtHdTIvcCZPRPT8agcsmlYmIXFy2H1B7Hl18E5m2dtqvppUSn73L+nbvf/VCh1j28/55wPl/+0F8dVr5OIiIicpeZ+EDVYQxtc9C5fKmU48Kj3Tu26x4uGVopT04645HNOaph3Mv45RHUOFCdRSEXQ1gILWwkLW2FRGyxsgcYjEDVi+Vuw5g+fuV2oQOkJKD3tPXWWh/RGyF7lacLPVnEMLz8ET38dnvlmkvZ/HLItPtfp8p+GFVeo10lERETOemdXEDVYKp0kHHgV3PQxKPXC/kdg73/Cyw/D/m3Qc2y6Wzk35Vth4UbCog2ElnaYdwLaeqFtKaQX+XDEEHsNrMpBT9GePg8afvyMXYXCA4Tef4HK/qRmVhlIeUHiaAnkXw/5N42rTtOsFIIXIH7mn+GZb8DJ/ePf17ob4NL3wfk/qgx7IiIiIoOcvUHUUJmGpFbQ9f73kMx9OvC4T7g/9JRnL5vIQ+lZJDTmoG0VLLwMW7DeE28s3OAJPxoXgJn3rIU+QtdnvDBwfAzK/bWIAliLp1xPr8eaP+L1kgYfo/cOQu/tUN4LxBDNh6jJA6m4HSoHCPFRLG4nNP7s3A2kQvBe1We+6XP/OvaOvc1IFqyHS37Ch+u1ra5fG0VERETmEAVRIzHz4qDz18IFbx94v68TjrzghUeP7YBjOwjHnoETe7HSOOrpzEaZJpi3jNCyBJojaOwhNBs0N0DbYmzha6D59dhoadATZnlo/kUPngp3E0pPeop2Ikivw3I3QfbyM4blhdKThN5/hPJLXiDYFgwZZrYI4lNQ2UPo+z6WWum9UnNFHHtv6bP/As/+K3ROIHBqmA8XvAMufo/3zM7VYFNERESkThRE1SrfCquu8gUIIRBO/S703UcoNUFX1tN9d/V66u/uPujpX3qgr4hVxko3PrVCKoc1tEHDAn+gblwAjQs9o2DjImg+B5qXDCz5ecCQOVqhBIRxzUEyM8hs9iUEoAhksFHqYYW+7/pQv2gRRAuHXylqAVZAZT+h7z8g9xrMZvE/+UoJ9jwAz30Lnv83OHVw/PtK5eC8W+Cid8PGNyhJh4iIiEgNZvET5QxReQnKu4ACNKyDxggWe9ayM0KlEEPpOQJrsPRtWHmh92wVu6Bw0tOKF7uh3AulPqgU/MG5UiRUuqHvAYg7gHkDBXfNBpZUBJF5rSrrIGRascbXYA2bvfco2+gZAHPNkEuyAuZbsUx+wl+DWX1Si/uQu9yo64TKQSg9C6ELUivH2OE84BBUDkDpKcheVpd2TpliN7x0Jzx/h2eV7OsY/74s8nlOF93q85zyrfVrp4iIiMhZREHURJV3QXwSotaBwGYkFkGqDeiFpl7Ib6n+OMVthFPHIT4O6XVjr19pB8rQeCk0vqf648wG5V0eQFlzUv9qFGZ+bcIpqOwCZkEQdeowvPjvHjjtvGv8xaL7rboaLvwx2PJ2aFlSnzaKiIiInMUURE1UMowNxgigXpHy9UON6dRDCS+gO0bQMPg4oZhsN9ck38VYAdQrUr7NTP0uQoDDT3vx5u3f8SyRZ/Zj1mb55Z6WfMvbPcGHiIiIiNSNgqiJiprA0hD3Vrd+KPhcnai59uOQAQpVblDwVOFRU23HmQ0s+S5CtUPbCkAu2W6GKHbDznvgxe/6Uo+sjyuu8KBpy9tg/pqJ709EREREhqUgaqIyF3tq7cpB7+kYbW5QKPkwtGi1b1eL9GaIzoHKPgi9YA2jHCf2uVPpcyFzeW3HmQ3SWzyZRGUfhD4vrjuSUIG4E9Kbpnc+VAhw9EXY8R/w4n/Anh/Uobiz+VC9LW+F89+qHicRERGRKaIgaoIsmg+Zyz3ZQeUApFZ7kBMfBSp44ddFHvRUDkDUhmUuw6IFtR3HspC7llDZmxxnHRB7UBYqSXKJJiAL8eGkQO1GLL22/ic9zSxqhOxWQmVf8l2sHX4+WggQH/J6U5ktWGrF1Da0rxN23Qs7vu/LRNKQ94sysO7VsPktvmiOk4iIiMiUUxBVDw1vg9IzUHoMig8CZXxOSwAMKnuANETzIH2Zrz8e+TdAcRsUH4PSE8mb8cBxiJLXjAcNDe+c4InNYPkf8e+79IwnjIiWeaDaX+Mo9HlyjVCAzHlYwzsmv02VEux/1JNBvHQn7NvmAe5EZVvg3Nd60LTx9dDQNvF9ioiIiMi4KYiqA0stI6TOhcJdeI2j4ZS9QGpqPZZaPr7jRG2EhrdC8YceJFBkIHgKeECV9qx12auwzOZxHWc2sNRCaP5lQtcnoLwTKnuBKBlOWfahk9ECL9jbfBuW3lD/RoQAR573uU0774bd90PxVH32PW+l13E670dg7ashPXradxERERGZOgqi6iDuuwd6v4r3QKUYUoY2Efzz3tuJs5cQ5W+u+Tih0g49/+jHiFqSwrT9vV7glzMNFkPxAULxCiw7B+dEJSy9GuZ9HPruJBTvh8oR/PuIIJqPZa+G/Ouw1LL6HDAEOL4Tdt8Hu+7zoXrd7fXZNcCKi7FNb4VNb4SlFw30qomIiIjIjKIgqh66/wbCSfzrbE5iqAoDw+xSyVNyl6/X/VkYRxBF33egstuzAaYu8PdCT3KsKBnOlvJgorKP0PuvkLksKWA7N1nUBo3vhIa3QHmPfx+Wg9Rqnzs1Ea8ETfd7Iojd99cni17/7nMZWL2UsDoHa87BFt4KTT9Xt/2LiIiIyORQEDVBcfFZKL+EBzKtEPUHLEO+WgPiJqATyjuJi08RZS+q+jgh7iEUH0qK7W4Y6KUYLm13tBDKR32uUHk7zOFhff3MspDZOLGdxDEceQ72PDCwdB2qTwMTYfF8WLOMsGYZLFsIUeT1vMovEooPQ8O7sailrscUERERkfpSEDVRhe8l85NS/kA8miiCOOXrF74PNQRRlF+E+IT3stgY82PMh7MRd0Dp6bMiiBqXUq8ngnj5Qdj7ILz8kGfUq6PQmIHVKwhrlsLqpdA4TDp2y3o2xbgDys9D9qq6tkFERERE6ktB1ETFpxgYtleNJAlEXGMCgtCDz/cZpQ7VYJbxAsChp7bjzFUhQOc+2PcwvPxD2PdDOPgExOX6HifdAGuuIaxaQFi6Exa2QXrx2Nu9khCju77tEREREZG6UxA1UVED1QdQ4AFXBLXO17EcnrSiyof+UPb5UaMVop3LCl1w4DHY/4gHTvu21X1oHuDf8YrLYd2NsP5GL36bzkHvN6H7C/gwzyr0Xy/O0uslIiIiMosoiJqo7LXQ81VPGBHHow/pi2Og7AkgsltrO056vdeZqrzs6bttlB6pEHxoWGolpCc4T2g2KBfg8NNJ0PQYHHjUU4+HuP7Hssgz5619tQdOa66B3DBzmNKbwOZ5IpBo6eiZ9kLSA2WrIH1u/dssIiIiInWlIGqCotxW4tRKn8tCD9A8ytq9eC/Uciy9gVA5AlGrJ0VIhBAgnPAisdZACCkPnAieka+yH+J2SK0Y+TChAzBIr4TMxXU5zxmj1AuHn4WDjxMOPgIHHof2F7C4NDnHsxQsuxjWXAdrr4fV11RX7DZ9PqRX+/UKx8EWjrxufARsHpa9BEstql/bRURERGRSKIiqh8b3wqk/TnqjuoGG03uk4hgPsIpADogJnb8BGFgL5K4hZK/GyjsJhXugcgDiY1A5nMyRifD6Tyn/c4j9NVqcvJcIwQOoykFIrcNyb8QGfz7bdB+Dw0/BoYElHNmOBR8iNymJ29N5WHGFB0trrvHhecP1NI3BzCD/JkLlZS8GDGALTu+RCrEHxHGn9xjmbqnTSYiIiIjIZFIQVQdR47uIy7uh92tJ0NMJcRoPfmKghD/yJ7Wcwgkon6S/SG4o74BTnyRETT5ULz4K9L3y+SuC4ZcsQLkEHIX0AiALVHwIHykPoBreDLmbJv/k66FcgKMvQPtzPizv8DO+nDp4xqp1D5waF3mgtPpqWLUVll/qc5rqwHLXQnyY0PtNqOyD0A5RG34NS369rBHS52JN78cmmqJdRERERKaEgqg6ieb9GnFqBfT+fdKDVMADKMODHPN5TKllEC0YmNMUn4TSdqAXKh0eZFFkIIBKMZD9r793qwIUkhpRGTxIiyC1GtKrsPwtkH31zCuyWy7AsZd8vtKR7dD+rP/52EsQqkzAMBEWweILYNVVsPIqD54WrB99vtJED9nwDoiWEPrugPLepChzCUj7/Kf0RqzhrVjmwklrg4iIiIjUl4KoOoqafoK44cehcCcU7/f04qHoxXjDCUitOzMrX3zC46OQAmIInbySwY/+oXjBPyP2bHshi8+v6oXc630ejWWTh/ILpjd4CgF6jsOxF+Hoi97D1P96YtfkJHsYqSnzlmMrrvDheSuuhOWXQW60OWuTw3LXQvYaKD/n9b5CwXugMhdi6bVT3h4RERERmRgFUXUWRRE0vM4XIHR9hlDZ4YkFhgZQoeTzYULRe5XCwBC/gQAKBnqh4iQzX7O/hiJUdmMtvzD5J3Zau5NA6fhOD4yO7/TepOMvwbEddS9YW1WTGnKweD4sXkBY1AfLNmBLPw7ZS6e8LcMxM8hs8UVEREREZjUFUZMohCKh9KjPfRku1XjcCZSSek6RByfA8DN/+t9L0qSTA7qh+PAktBwonIKOvdDxcvK6B07sTl73QOHk5By3CqExD+fMh8XzCUngREvjwLC8yhHvBSz+cMYEUSIiIiIydyiImkyhy3uLiHy43RnKeFA0eNjeaCxZJ+BzoQKEPuK4SBQNt/8RFLvh5EE4dQBOHoCT+/21cz907oPOvdPSm3QGi2DBBsKS9YTWvbCwCEsvhKaGMbZrgHCSEDonJ4OfiIiIiJzVFERNqjQe+MTeyzThuUr9CSb6/0yyz7TXT+o+Cj1H/bX7CHS1J8vhgeXUoWntRRpR0zmweAssuQAWn++v55wP2UYo74OTvwnlPZAZI4ACBr6nWZzeXURERERmrLkbRPV1wJO3Q8N8yLdCbh7k53nNn0zT6XWcJos1QzQfSPvwMmsa8nkeSHmigUoGSgFKFSgOei3GUIihGGOFChSA4inoK0FfBQonsL6VUOqe/POph6Zz4JzNcM55yetmD5qaRikymzrH62lRSZIyjJGCPJwEa8RSy+vadBERERERmMtB1KlD8M8fGvnzbDNkGr1nI9vkRVYzDZDKep2gVDZZMhClfN5SlMxdsghPWW7JPKbgWedCDHHZi+vGZSwuQXEPFF+Gyk6oZKFSgUoM5QqUylAuQqmCTShpXWEiG9dflIEF62Dhub4s2pQsG6FxQc27M8tB9lVeuDY+CqkVI68cyskctE2QvX4CJyEiIiIiMry5G0TFFUY9vWKXL5Nszs7JSWWhbY0HSwvWJ8sGWLgeWldDqs7/tHI3Q+FeTxHOUUgN03MVylDZDdHCJH34SkIoQPEhQvFBiI/7etFiLHc9ZC7D+ut1iYiIiIhUaQ4HUf0Z7GRcLAXzVkDbKmhbnSxrYP4amL8WWpZPzZDI/uakV0LT+wjdfwfl3V53K1qYJJFI6mvFJ7yQcXoL1vQBQvFRQvcXIT7kAVToS3bWQChu8x6tpg9hmU1Tdh4iIiIiMvvN3SBqzEx3Z69gBk1ZaExBcwPMWwIL34K1nQetK31pXlr/3qQJstxNQJ7Q87VBgdExwCBq8jTymS1Y0wehvIPQ9Sko7/Jhl9HCgTlp4RRUDkJ8hND1Z9D8qwqkRERERKRqM+spWcYtmEFDDvJZaIihMQ8NaUID0LwImhZ4avCmvK8XRRAqUNnjiRqyaWzeu6b7NMZkua2QvRyK2wjFh5MCxWkstRJyN2DpNYT4JKH7c1DeCVErRItPz4xoC8EWQLwfyjsJ3X8DrX+ADZuGXkRERETkdHM3iGpcBFtu8Sx9fSe97lGxy/9c7p3u1g3DPNlFrtkTXeRakmUe5FsJuXmE6AlI7YeGFmhY4AFTPudBUS4zECiEApSe9M641DJIrxzhkClIrYHy81B+nlDejaXXTtUJj5tZFnLXYrlrh1+hcD/ER8AyZwZQAzuBaAVUdnivVPERyF0zuQ0XERERkTlh7gZRrSvh3X83/GdxJUks0QOlHq+xVO7z10oBygWolHyJS0nGvbJvNzgbX7/B2fqitGfxi9KepS7Vv+QgnfXXTB7SDZ4NcHB2wNHqSJX3wMnfgnIXpDcnxxxJ2nuZKHmgNBpLeRr2+JgHH7MgiBpLKN4PlWOQWjr6d9o/zC8+RijejymIEhEREZEqzN0gajRRymtH5VunuyXVi9sh9Pq8nlEDKCAUgf51qsidbi0+Pyhun/XZBEMoQ+Uo0Od1usZiLRAOQeXwpLdNREREROaGqUuvJhMTKskfag1zqkmwYcl6EypWNUPEjC+piBKRiIiIiEh1FETNFtECIAehJxlSOArL8EpAFMYYzge+T8tj0fyJtnLamWUhmgdkvOduLKHHE2vMgXMXERERkamhIGq2SJ+bJIhIeYruMUVAFdnmQvD5ULYAsnNjTpBlt3rQGR8be+X4GEQLfBsRERERkSooiJolzCIsdyOklkBlfzLvaRghhspeSC3yQCKcgLhnhHWDp/m2PKTXQPr8yTuBqZS7wRNGhC6IO0Zer3IEQskz+M2RAFJEREREJt/ZmVhitsq9BkpPQKEI5R0QJYGSpT14Cp0eGFge0lsgvRqKD0JlN4T5ScHZrAdP4ZSnAQdIn4s1/Qw2Wia7WcRSS6DhnYSerybn3pWce0Ny7j0QH4XQB+l1WON7sahpupstIiIiIrOEgqhZxCwLTR8hkIbi4x4IlJ/HE0PEno0utRRSa7GWX4LoHOhpJRTu9mFr5ReTPcVAA6QWQLQca74NS587bec1KfI/ghEIvf+cnPtuoD85R8aDz/QarPGnR643JSIiIiIyDAVRs4xFjdD8K1B+Ggr3EIpP4cFB5EFB7ibIXuUBFxAafwbLvTpZ9xEvxItBagmWuwGy12JRFanAZxkzg4Y3Q/YKKNxNKD4IcRdgELViuesgewOWWjjdTRURERGRWUZB1CxkZpC5yJdQ9mFpln0lcDpj3fQGXxp/NslGlwUyc2b43mgstRQa3wMNP57U2TIgf1acu4iIiIhMDgVRs5xZurqisnhyimrXnWvMDKxxupshIiIiInOAsvOJiIiIiIjUQEGUiIiIiIhIDRREiYiIiIiI1EBBlIiIiIiISA2UWELGFOKTUH7B06NbDtIbsah1upslIiIiIjItFETJiEJ5HxS+Qyhug7gDr0eVgqgVMldC/o1YevV0N1NEREREZEopiJJhhdKThK5PQ+VliE+ANQAZoAyVfYTKfig9Ck23YdlLpru5IiIiIiJTRnOi5AyhvMcDqNLzECqQ3gjp9ZBeBel1/vcQQ2k7ofuThPLO6W6yiIiIiMiUURAlZ+r7FpT3eO9TaiVY9vTPLevvR41QfpnQ+63paaeIiIiIyDRQECWnCZWjhOLjEDohtRTMhl/RDKIlEE5C6UlCpX1qGyoiIiIiMk0URMnpyk97AGXNYGNMmbM0WIuvX3p6atonIiIiIjLNLIQwCaAvsgAACUZJREFU3W2oOzM71tDQsOD888+f7qbMPnEnxEf9z5YZe/1Q8tdokWftExERERGZBZ577jl6e3uPhxAW1rrtXA2idgHzgN3T3JS5bHPy+vy0tkLGS9dvdtP1m7107WY3Xb/ZS9dudpus67cWOBlCWFfrhnMyiJLJZ2aPAIQQrpjutkjtdP1mN12/2UvXbnbT9Zu9dO1mt5l4/TQnSkREREREpAYKokRERERERGqgIEpERERERKQGCqJERERERERqoCBKRERERESkBsrOJyIiIiIiUgP1RImIiIiIiNRAQZSIiIiIiEgNFESJiIiIiIjUQEGUiIiIiIhIDRREiYiIiIiI1EBBlIiIiIiISA0URImIiIiIiNRAQZRgZgvN7INm9g0z22FmvWbWaWb3m9nPmVlN/07MbKWZfc7MDphZwcx2m9mfm9n8yTqHs1k9r19yrcIIy6HJPI+zlZn9kZl938xeTq7dcTN7zMx+y8wW1rgv3XtTrF7XT/fezGBmPzXoe/9gjdtuMbPbzazdzPrMbLuZ/Y6ZNUxWe2XAeK/dKPddMLMHJ7PNZ6t6/rybzt97KrYrmNltwKeAg8BdwF5gCfBOoBX4J+DWUMU/FjPbADwALAb+BXgeeBXwGmA7cF0I4dgknMZZq87XbzfQBvz5MB93hRD+tE7NloSZFYFHgWeBdqAJ2ApcCRwAtoYQXq5iP7r3pkEdr99udO9NKzNbBTwFpIBm4EMhhP9d5bZXA3cCGeDrwMvAzfi/gx8Arw0hFCaj3TLhaxeAPcAXhvl4X7X7kerV6+fdtP/eCyFoOcsX/Af9jwLRkPeX4g/kAfixKvf178n6vzjk/f+ZvP/p6T7fubbU+frtBnZP9zmdTQuQH+H930+u3Ser3I/uvdl9/XTvTe91NOB7wEvAnyTX7oNVbpvCg+gAvHXQ+xEeUAXgN6b7HOfqMpFrl2wfgLun+zzOpqVeP++m+/eehvMJIYQ7QwjfCiHEQ94/BHw6+etNY+3HzNYDb8Bvjr8e8vFvAd3AT5lZ00TbLAPqdf1keoQQ+kb46PbkdeNY+9C9N33qcf1kRvgl/D+k3o/fL7W4ETgfuDeE8K/9byY/k389+ettZmb1aKicYSLXTmapmfB7Lz1ZO5Y5o5S8lqtY9+bk9bvDPNCfMrMf4P/gtwLfr18TZRS1XL9+OTN7H7Aa/yH0JP5wUKl342RUP5q8PlnFurr3Zp5arl8/3XvTwMzOB/4Q+IsQwr1mdvNY2wzRv/53hn4QQthpZi8Am4D1eG+J1Ekdrl2/NjP7AD6CoxN4JISg+VCTa6I/76b9956CKBmRmaWBn07+esYvh2Gcl7y+MMLnL+L/oDehB7lJN47r128p8KUh7+0ys/eHEO6pS+PkDGb2a/hY/lZ8HsX1+C+VP6xic91702yC16+f7r0plvyc/BI+9Pm/jXM31dx/m5JFQVSd1Ona9bsE+Nsh+38C+KkQwlMT3LcMb6I/76b9956CKBnNHwIXAneEEP69ivVbk9fOET7vf79tog2TqtR6/QA+D9wHPAOcwv/n9CPAzwPfNrNrQghPTEZjhV/DE4L0+w7wsyGEI1Vsq3tv+k3k+oHuvenyP4DLgOtDCL3j3Ifuv+lRj2sHPn/mn/CH8T5gM/Ax4F3AnWZ2aQhh/0QbK6epx8+7ab/vNCdKhmVmvwT8Kp7p5KfqtdvkVSkhJ9l4r18I4XeSOVaHQwg9IYSnQwi34b9kGoDfnpQGCyGEpSEEw/937p34L5XHzOzyOuxe994km+j107039czsVXgPxp+FEP5zMg+VvOr+q5N6XrsQwq+GEB4IIRwNIXSFELaFEG7FA6tF+H+QSB1N0c+7Sb/vFETJGczsvwB/gWcbek0I4XiVm/ZH/a0jfD5vyHoyCSZw/UbTn6DihjrsS0aR/FL5Bj4MYSHwxSo20703Q4zz+o1G994kGDQU7AXgv09wd7r/plCdr91odO9NvVq+82m/7xREyWnM7KPAXwFP4w/gtRQ92568bhrh8/4sVSONX5UJmuD1G0178qrsblMkhLAHD4QvMLNFY6yue2+GqfH6jUb33uRoxu+X84G+wcU+8cxeAJ9N3huuls1guv+mVj2v3Wj6h+Lq3ps6tfy8m/b7TnOi5BVm9jF8Hs3jwOtDCEdr3MVdyesbzCwanC3FzFqA64BeQBlvJkEdrt9orkled9ZxnzK25cnrWNmKdO/NTNVev9Ho3pscBYYkEhjkcnyuzf34g9pYw8XuBH4TuAX4g8EfJGmYN+HFXHUN66Oe1240W5NXXbepU8vPu+n/vTeZRai0zJ4F7xIPwDZgwRjrZvCJlxuG+UwFP2fp9QMuGG5bYA2e5SYA/226z3UuLcl1WDrM+xEDxVp/MNa1Sz7TvTdLr5/uvZm14PMxzijYCjQm12/1kPdHK7b7j6jY7ky+dpcDTcPs52LgaLKv9073ec2lpdafdzP59556ogQz+xngd/H/Lb0P+KVhagLuDiF8IfnzCuA5/H/W1g5Z7xeAB4BPmNlrk/WuBl6Dd6n+Zv3P4OxWx+t3K/AbZnYXsAvPmLMBeDOQB+4A/nRSTuLsdQvwJ2Z2L576+Bie4e1GPDHBIeBDg9bXvTez1Ov66d6bHV6F/+/3PQwqYB5CqJjZ+/Eeqa+b2dfxtNuvxdPd/wD4X1PeWhls2GuHF+p9p5ndCbyM93Jtxu/tFPBZ4CtT2tK5r9afdzP2956CKAFYl7ymgI+OsM49wBfG2lEI4SUzuxJ/qL8FeBNwEPgE8DuhPkkO5HT1un534XUXLsO71JuADnxYxJeAL4Xkv3ikbr4HfAYfdnAJnoq1G//h/yXgE9XeM7r3pkW9rp/uvVkuhPCQmV0F/A6eVKQFf+j7XeAPQwiF6WyfjOibeAKCi/HirXn8P0O+DXw2hPCv09i2uapuP++m+/ee6eeyiIiIiIhI9ZSdT0REREREpAYKokRERERERGqgIEpERERERKQGCqJERERERERqoCBKRERERESkBgqiREREREREaqAgSkREREREpAYKokRERERERGqgIEpERERERKQGCqJERERERERqoCBKRERERESkBgqiREREREREaqAgSkREREREpAYKokRERERERGqgIEpERERERKQGCqJERERERERqoCBKRERERESkBv8XpAYWgUol5o0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 424
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import animation\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(7, 5))\n",
    "\n",
    "def animate(i):\n",
    "    plt.cla()\n",
    "    values = steps[i]\n",
    "    r = values[\"r\"]\n",
    "    alpha = values[\"alpha\"]\n",
    "    beta = values[\"beta\"]\n",
    "    eta = values[\"eta\"]\n",
    "    m = values[\"m\"]\n",
    "    W = values[\"W\"]\n",
    "    pi_k, mu_k, Sigma_k = expected_values(X, r, alpha, beta, eta, m, W)\n",
    "    plot_mixtures(X, r,  mu_k, pi_k, Sigma_k, levels=3)\n",
    "    nclusters = (r.sum(axis=0) > 1).sum()\n",
    "    plt.title(f\"Number of clusters: {nclusters}\", fontsize=15)\n",
    "    \n",
    "ani = animation.FuncAnimation(fig, animate, nits, interval=200)\n",
    "#ani.save(\"/Users/gerardoduran/Desktop/variational2.gif\", fps=5, dpi=150, writer=\"imagemagick\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lower Bound\n",
    "\n",
    "To moitor the implementation of the GMM, it is useful to compute the lower bound at each step of the the training process. At each step, this bound should not decrease.\n",
    "\n",
    "For the GMM, the lower bound is given by\n",
    "\n",
    "$$\n",
    "    \\mathcal{L} = \\sum_{\\bf Z}\\iiint q({\\bf Z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\Lambda})\\log\\left\\{\\frac{p({\\bf X}, {\\bf Z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\Lambda})}{q({\\bf Z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\Lambda})}\\right\\} d{\\boldsymbol \\pi}d{\\boldsymbol \\mu} d{\\boldsymbol \\Lambda}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "def B(W, eta):\n",
    "    \"\"\"\n",
    "    Compute the normalization coefficient\n",
    "    for the Wishart Distribution\n",
    "    \"\"\"\n",
    "    W0, *_ = W\n",
    "    eta0, *_ = eta\n",
    "    M, *_ = W0.shape\n",
    "    term1 = det(W0) ** (- eta0 / 2)\n",
    "    term2 = (np.power(2, M * eta0 / 2)\n",
    "           * np.power(np.pi, M * (M - 1) / 4)\n",
    "           * gamma((eta0 + 1 - np.arange(M)) / 2).prod())\n",
    "    return term1 / term2\n",
    "\n",
    "def compute_log_C(alpha):\n",
    "    \"\"\"\n",
    "    Compute the log-transformation of the dirichlet\n",
    "    normalization constant\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    alpha: np.array(K,)\n",
    "        {αi}i components of a dirichlet\n",
    "        \n",
    "    Returns\n",
    "    -------\n",
    "    float: log(C(α)) = log Γ(Σi α_i) - Σi Γ(alpha_i)\n",
    "    \"\"\"\n",
    "    return loggamma(alpha.sum()) - loggamma(alpha).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def E1(X, r, beta, eta, m, W):\n",
    "    \"\"\"\n",
    "    E[log p(X|Z,μ,Λ)]\n",
    "    \"\"\"\n",
    "    N, M = X.shape\n",
    "    Nk, xbar_k, Sk = compute_m_statistics(X, r)\n",
    "    log_hat_Λ = compute_e_log_lambda(X, eta, W)\n",
    "    Tr_Sk_Wk = np.einsum(\"ijm,mji->m\", Sk, W)\n",
    "    diffk = xbar_k - m\n",
    "    mahal_xbar = np.einsum(\"im,mij,jm->m\", diffk, W, diffk)\n",
    "    \n",
    "    E_val = Nk * (log_hat_Λ - M / beta - eta * Tr_Sk_Wk\n",
    "                  - eta * mahal_xbar - M * np.log(2 * np.pi)) / 2\n",
    "    \n",
    "    return E_val.sum()\n",
    "\n",
    "\n",
    "def E2(X, r, alpha, beta, m, W):\n",
    "    \"\"\"\n",
    "    E[log p(Z|π)]\n",
    "    \"\"\"\n",
    "    log_hat_π = compute_e_log_pi(alpha)\n",
    "    E_val = np.einsum(\"ik,k->\", r, log_hat_π)\n",
    "    \n",
    "    return E_val.sum()\n",
    "\n",
    "\n",
    "def E3(X, r, alpha, alpha_0):\n",
    "    \"\"\"\n",
    "    E[log p(π)]\n",
    "    \"\"\"\n",
    "    log_C_α0 = compute_log_C(alpha_0)\n",
    "    log_hat_π = compute_e_log_pi(alpha)\n",
    "    \n",
    "    return log_C_α0 + (alpha_0[0] - 1) * log_hat_π.sum()\n",
    "\n",
    "\n",
    "def E4(X, r, beta, eta, m, W, beta_0, eta_0, m_0, W_0):\n",
    "    \"\"\"\n",
    "    E[log p(μ, Λ)]\n",
    "    \"\"\"\n",
    "    N, M = X.shape\n",
    "    K, *_ = eta.shape\n",
    "    diffk = m - m_0\n",
    "    log_hat_Λ = compute_e_log_lambda(X, eta, W)\n",
    "    mahal_mk = np.einsum(\"im,mij,jm->m\", diffk, W, diffk)\n",
    "    Tr_W0inv_W = np.einsum(\"mij,mij->m\", inv(W_0), W)\n",
    "    \n",
    "    term1 = (M * np.log(beta_0[0] / (np.pi * 2))\n",
    "             + log_hat_Λ - M * beta_0 / beta - beta_0 * eta * mahal_mk).sum() / 2\n",
    "    term2 = K * np.log(B(W_0, eta_0))\n",
    "    term3 = (eta_0[0] - M - 1) / 2 * log_hat_Λ.sum()\n",
    "    term4 = (eta * Tr_W0inv_W).sum() / 2\n",
    "    \n",
    "    E_val = term1 + term2 + term3 - term4\n",
    "    \n",
    "    return E_val\n",
    "\n",
    "\n",
    "def E5(r):\n",
    "    \"\"\"\n",
    "    E[log q(Z)]\n",
    "    \"\"\"\n",
    "    return (r * np.log(r)).sum()\n",
    "\n",
    "\n",
    "def E6(alpha):\n",
    "    \"\"\"\n",
    "    E[log q(π)]\n",
    "    \"\"\"\n",
    "    log_hat_π = compute_e_log_pi(alpha)\n",
    "    term1 = (alpha - 1) * log_hat_π\n",
    "    term2 = compute_log_C(alpha)\n",
    "    E_val = term1.sum() + term2\n",
    "    \n",
    "    return E_val\n",
    "\n",
    "\n",
    "def E7(X, beta, eta, W):\n",
    "    \"\"\"\n",
    "    E[log q(μ, Λ)]\n",
    "    \"\"\"\n",
    "    N, M = X.shape\n",
    "    log_hat_Λ = compute_e_log_lambda(X, eta, W)\n",
    "    # Entropy of the Wishart distribution ∀ k\n",
    "    H = np.array([wishart.entropy(eta_ki, W_ki) for W_ki, eta_ki in zip(W, eta)])\n",
    "    E_val = log_hat_Λ / 2 + M * np.log(beta / (2 * np.pi)) / 2 - M / 2 - H\n",
    "    \n",
    "    return E_val.sum()\n",
    "\n",
    "def gmm_lower_bound(X, r, alpha, beta, eta, m, W, beta_0, eta_0, m_0, W_0):\n",
    "    \"\"\"\n",
    "    Compute the variational lower bound for the variational distribution of\n",
    "    a mixture of gaussians.\n",
    "    \"\"\"\n",
    "    E1_val = E1(X, r, beta, eta, m, W)\n",
    "    E2_val = E2(X, r, alpha, beta, m, W)\n",
    "    E3_val = E3(X, r, alpha, alpha_0)\n",
    "    E4_val = E4(X, r, beta, eta, m, W, beta_0, eta_0, m_0, W_0)\n",
    "    E5_val = E5(r)\n",
    "    E6_val = E6(alpha)\n",
    "    E7_val = E7(X, beta, eta, W)\n",
    "    \n",
    "    return E1_val + E2_val + E3_val  + E4_val - E5_val - E6_val - E7_val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 266,
       "width": 551
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Lbound_hist = []\n",
    "for step in steps:\n",
    "    rn_k = step[\"r\"]\n",
    "    alpha_k = step[\"alpha\"]\n",
    "    beta_k = step[\"beta\"]\n",
    "    eta_k = step[\"eta\"]\n",
    "    m_k = step[\"m\"]\n",
    "    W_k = step[\"W\"]\n",
    "    L = gmm_lower_bound(X, r_nk, alpha_k, beta_k, eta_k, m_k, W_k, beta_0, eta_0, m_0, W_0)\n",
    "    Lbound_hist.append(L)\n",
    "    \n",
    "fig, ax = plt.subplots()\n",
    "ax2 = ax.twinx()\n",
    "xhist = np.ones_like(Lbound_hist).cumsum() - 1\n",
    "ax.plot(xhist, Lbound_hist, marker=\"o\")\n",
    "ax2.plot(xhist, np.gradient(Lbound_hist), marker=\"o\", c=\"tab:orange\")\n",
    "ax.set_ylabel(\"$\\mathcal{L}$\", fontsize=14)\n",
    "ax2.set_ylabel(r\"$\\nabla \\mathcal{L}$\", fontsize=14)\n",
    "ax2.grid(alpha=0.5)\n",
    "plt.title(r\"GMM lower bound ($\\mathcal{L}$)\", fontsize=15);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Determining the number of components\n",
    "\n",
    "> An approach to determining a suitable value for K is to treat the mixing coefficients $\\boldsymbol\\pi$ as parameters and make point estimates of their values by maximizing the lower bound with respect to $\\boldsymbol\\pi$. This leads to the re-estimation equation:\n",
    "\n",
    "$$\n",
    "    \\pi_k = \\frac{1}{N}\\sum_{n=1}^N r_{nk}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "def expected_values_v2(X, r, alpha, beta, eta, m, W):\n",
    "    \"\"\"\n",
    "    Compute the expected values for the parameters\n",
    "    μ_k and Λ_k; compute π_k that maximizes the lower\n",
    "    bound\n",
    "    \"\"\"\n",
    "    pi_k = r.mean()\n",
    "    Lambda_k = [wishart(df=eta_ki, scale=W_ki).mean()[None, ...]\n",
    "                for eta_ki, W_ki in zip(eta, W)]\n",
    "    Lambda_k = np.concatenate(Lambda_k, axis=0)\n",
    "    \n",
    "    mu_k = [multivariate_normal(mean=m_ki, cov=inv(bki * L_ki)).mean[None, ...]\n",
    "            for m_ki, L_ki, bki in zip(m.T, Lambda_k, beta)]\n",
    "    mu_k = np.concatenate(mu_k, axis=0)\n",
    "    \n",
    "    Sigma_k = inv(Lambda_k)\n",
    "    \n",
    "    return pi_k, mu_k, Sigma_k"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizing the number of components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prior parameters\n",
    "seed(314)\n",
    "N, M = X.shape\n",
    "K = 6 # number of clusters\n",
    "beta_0 = np.ones(K) \n",
    "m_0 = np.concatenate([X.mean(axis=0, keepdims=True).T] * K, axis=1) # np.ones((M, K))\n",
    "m_0 = m0 + randn(M, K) * 2\n",
    "alpha_0 = np.ones(K) \n",
    "eta_0 = 4 * np.ones(K)\n",
    "\n",
    "\n",
    "W_0 = np.concatenate([np.identity(M)[None, ...]] * K, axis=0)  / 5\n",
    "\n",
    "r_nk = compute_responsibilities(X, alpha_0, beta_0, eta_0, m_0, W_0)\n",
    "pi_0, mu_0, Sigma_0 = expected_values(X, r_nk, alpha_0, beta_0, eta_0, m_0, W_0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "steps = []\n",
    "nits = 15\n",
    "for _ in range(nits):\n",
    "    alpha_k, beta_k, eta_k, m_k, W_k = posterior_params(X, r_nk, alpha_0, beta_0, eta_0, m_0, W_0)\n",
    "    r_nk = compute_responsibilities(X, alpha_k, beta_k, eta_k, m_k, W_k)\n",
    "\n",
    "    values = {\n",
    "        \"r\": r_nk,\n",
    "        \"alpha\": alpha_k,\n",
    "        \"beta\": beta_k,\n",
    "        \"eta\": eta_k,\n",
    "        \"m\": m_k,\n",
    "        \"W\": W_k\n",
    "    }\n",
    "    steps.append(values)\n",
    "\n",
    "r_nk.sum(axis=0)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
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 },
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